
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
import matplotlib.pyplot as plt
import statsmodels.api as sm
import os
import seaborn as sns
from sklearn.model_selection import cross_val_score, KFold
from sklearn.linear_model import Ridge, Lasso, ElasticNet, LinearRegression
from sklearn.preprocessing import PolynomialFeatures
from sklearn.svm import SVR
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import  GradientBoostingRegressor
from sklearn.neighbors import KNeighborsRegressor
from sklearn.pipeline import Pipeline
from sklearn.metrics import make_scorer, mean_squared_error, r2_score
from sklearn.preprocessing import StandardScaler, PolynomialFeatures
from sklearn.pipeline import Pipeline
from scipy.stats import pearsonr, spearmanr


data = pd.read_csv('WPP2022_Demographic_Indicators_Medium.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\182097164.py:1: DtypeWarning: Columns (2) have mixed types. Specify dtype option on import or set low_memory=False.
  data = pd.read_csv('WPP2022_Demographic_Indicators_Medium.csv')


data.head()


data.shape

(43472, 67)


data.isnull().sum()

SortOrder            0
LocID                0
Notes            31920
ISO3_code         7448
ISO2_code         7600
                 ...  
Q1560              286
Q1560Male          286
Q1560Female        286
NetMigrations      286
CNMR               286
Length: 67, dtype: int64


data.duplicated().sum()

0


pd.set_option('display.max_rows', None)
print(data.dtypes)

SortOrder                   int64
LocID                       int64
Notes                      object
ISO3_code                  object
ISO2_code                  object
SDMX_code                 float64
LocTypeID                   int64
LocTypeName                object
ParentID                    int64
Location                   object
VarID                       int64
Variant                    object
Time                        int64
TPopulation1Jan           float64
TPopulation1July          float64
TPopulationMale1July      float64
TPopulationFemale1July    float64
PopDensity                float64
PopSexRatio               float64
MedianAgePop              float64
NatChange                 float64
NatChangeRT               float64
PopChange                 float64
PopGrowthRate             float64
DoublingTime              float64
Births                    float64
Births1519                float64
CBR                       float64
TFR                       float64
NRR                       float64
MAC                       float64
SRB                       float64
Deaths                    float64
DeathsMale                float64
DeathsFemale              float64
CDR                       float64
LEx                       float64
LExMale                   float64
LExFemale                 float64
LE15                      float64
LE15Male                  float64
LE15Female                float64
LE65                      float64
LE65Male                  float64
LE65Female                float64
LE80                      float64
LE80Male                  float64
LE80Female                float64
InfantDeaths              float64
IMR                       float64
LBsurvivingAge1           float64
Under5Deaths              float64
Q5                        float64
Q0040                     float64
Q0040Male                 float64
Q0040Female               float64
Q0060                     float64
Q0060Male                 float64
Q0060Female               float64
Q1550                     float64
Q1550Male                 float64
Q1550Female               float64
Q1560                     float64
Q1560Male                 float64
Q1560Female               float64
NetMigrations             float64
CNMR                      float64
dtype: object


targetName = 'PopGrowthRate'


pop_growth_stats = data['PopGrowthRate'].describe()

print(pop_growth_stats)

count    43186.000000
mean         0.963947
std          1.596821
min        -71.689000
25%         -0.032000
50%          0.696000
75%          1.881750
max         36.299000
Name: PopGrowthRate, dtype: float64


def filter_outliers(group):
    mean_pop_growth = group['PopGrowthRate'].mean()
    std_pop_growth = group['PopGrowthRate'].std()
    
    lower_bound = mean_pop_growth - 2 * std_pop_growth
    upper_bound = mean_pop_growth + 2 * std_pop_growth
    
    return group[(group['PopGrowthRate'] >= lower_bound) & (group['PopGrowthRate'] <= upper_bound)]

filtered_data_cleaned = data.groupby('LocID').apply(filter_outliers).reset_index(drop=True)

print(f"Number of rows before filtering: {data.shape[0]}")
print(f"Number of rows after filtering: {filtered_data_cleaned.shape[0]}")

filtered_data_cleaned.head(1000)

Number of rows before filtering: 43472
Number of rows after filtering: 41919


loc_id = 4  

loc_data = data[data['LocID'] == loc_id]

mean_pop_growth = loc_data['PopGrowthRate'].mean()
std_pop_growth = loc_data['PopGrowthRate'].std()

lower_bound = mean_pop_growth - 2 * std_pop_growth
upper_bound = mean_pop_growth + 2 * std_pop_growth

plt.figure(figsize=(12, 6))
sns.histplot(loc_data['PopGrowthRate'], bins=30, kde=True, color='blue', alpha=0.5)

plt.axvline(lower_bound, color='red', linestyle='--', linewidth=2, label=f'Lower Bound ({lower_bound:.2f})')
plt.axvline(upper_bound, color='red', linestyle='--', linewidth=2, label=f'Upper Bound ({upper_bound:.2f})')


outliers = loc_data[(loc_data['PopGrowthRate'] < lower_bound) | (loc_data['PopGrowthRate'] > upper_bound)]
sns.scatterplot(x=outliers['PopGrowthRate'], y=[0] * len(outliers), color='orange', s=100, label='Outliers')


plt.title(f'Population Growth Rate Histogram for LocID {loc_id}')
plt.xlabel('Population Growth Rate')
plt.ylabel('Frequency')
plt.legend()

plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):


filtered_data_cleaned['PopGrowthRate'].describe()

count    41919.000000
mean         0.908537
std          1.322409
min         -5.961000
25%         -0.043000
50%          0.662000
75%          1.803500
max         11.613000
Name: PopGrowthRate, dtype: float64


filtered_data_cleaned.shape

(41919, 67)


filtered_data_cleaned.isnull().sum()

SortOrder                     0
LocID                         0
Notes                     30916
ISO3_code                  7300
ISO2_code                  7449
SDMX_code                   600
LocTypeID                     0
LocTypeName                   0
ParentID                      0
Location                      0
VarID                         0
Variant                       0
Time                          0
TPopulation1Jan               0
TPopulation1July              0
TPopulationMale1July          0
TPopulationFemale1July        0
PopDensity                    0
PopSexRatio                   0
MedianAgePop                  0
NatChange                     0
NatChangeRT                   0
PopChange                     0
PopGrowthRate                 0
DoublingTime              18713
Births                        0
Births1519                    0
CBR                           0
TFR                           0
NRR                           0
MAC                           0
SRB                           0
Deaths                        0
DeathsMale                    0
DeathsFemale                  0
CDR                           0
LEx                           0
LExMale                       0
LExFemale                     0
LE15                          0
LE15Male                      0
LE15Female                    0
LE65                          0
LE65Male                      0
LE65Female                    0
LE80                          0
LE80Male                      0
LE80Female                    0
InfantDeaths                  0
IMR                           0
LBsurvivingAge1               0
Under5Deaths                  0
Q5                            0
Q0040                         0
Q0040Male                     0
Q0040Female                   0
Q0060                         0
Q0060Male                     0
Q0060Female                   0
Q1550                         0
Q1550Male                     0
Q1550Female                   0
Q1560                         0
Q1560Male                     0
Q1560Female                   0
NetMigrations                 0
CNMR                          0
dtype: int64


featureNames = ['LocID','TPopulation1July', 'TPopulationMale1July',
                'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
                'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC',
                'Deaths', 'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale',
                'LExFemale', 'LE15', 'LE15Male', 'LE15Female', 'LE65', 'LE65Male',
                'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR',
                'LBsurvivingAge1', 'Under5Deaths', 'Q5', 'Q0040', 'Q0040Male',
                'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550',
                'Q1550Male', 'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female',
                'CNMR']


id_values = [np.NaN, np.inf, -np.inf]


missingRows = filtered_data_cleaned[featureNames].applymap(lambda x: x in id_values).any(axis=1)


num_missing_rows = missingRows.sum()

print(f"Number of rows with NaN, Inf, or -Inf in the specified columns: {num_missing_rows}")
if num_missing_rows > 0:
    print(f"Rows with problematic values: \n{filtered_data_cleaned[missingRows]}")


cleanTable = filtered_data_cleaned[~missingRows]


print(cleanTable)
print(f"Original number of rows: {len(filtered_data_cleaned)}, After cleaning: {len(cleanTable)}")

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3280926872.py:16: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.
  missingRows = filtered_data_cleaned[featureNames].applymap(lambda x: x in id_values).any(axis=1)

Number of rows with NaN, Inf, or -Inf in the specified columns: 0

IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)


cleanTable = cleanTable[cleanTable['CNMR'] != 0]

print(f"Original number of rows: {len(filtered_data_cleaned)}, After cleaning: {len(cleanTable)}")

Original number of rows: 41919, After cleaning: 39178


cleanTable.shape

(39178, 67)


cleanTable.describe()


cleanTable.to_csv('demographiccleaned.csv')


cleanTable1 = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\4216480803.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  cleanTable1 = pd.read_csv('demographiccleaned.csv')


cleanTable1.head(5)


cleanTable1.shape

(39178, 68)


num_bins = 10


cleanTable1['Births_bins'] = pd.qcut(cleanTable1['Births'], q=num_bins, labels=False)

mean_births = cleanTable1.groupby('Births_bins')['Births'].mean().reset_index(name='Mean_Births')
mean_pop_growth_rate = cleanTable1.groupby('Births_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_births, mean_pop_growth_rate, on='Births_bins')

print(mean_data)

   Births_bins   Mean_Births  Mean_PopGrowthRate
0            0      0.401062            0.497282
1            1      3.639682            0.798059
2            2     15.773058            0.628595
3            3     51.530818            0.710153
4            4    111.104414            0.959732
5            5    242.310801            1.182692
6            6    485.780847            1.191205
7            7    991.883790            1.222170
8            8   3516.045759            1.151328
9            9  36062.827977            1.120715


mean_data = pd.DataFrame({
    'Births_bins': range(10),
    'Mean_Births': [0.401062, 3.639682, 15.773058, 51.530818, 111.104414, 242.310801, 485.780847, 991.883790, 3516.045759, 36062.827977],
    'Mean_PopGrowthRate': [0.497282, 0.798059, 0.628595, 0.710153, 0.959732, 1.182692, 1.191205, 1.222170, 1.151328, 1.120715]
})

plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_Births', y='Mean_PopGrowthRate', data=mean_data, marker='o',color= 'red')
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Births (Log Scale)')
plt.xlabel('Mean Births (Log Scale)')
plt.ylabel('Population Growth Rate')

for i in range(len(mean_data)):
    plt.text(mean_data['Mean_Births'][i], mean_data['Mean_PopGrowthRate'][i], f'{mean_data["Mean_Births"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.4, 1.3)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


num_bins = 10

cleanTable1['CBR_bins'] = pd.qcut(cleanTable1['CBR'], q=num_bins, labels=False)

mean_CBR = cleanTable1.groupby('CBR_bins')['CBR'].mean().reset_index(name='Mean_CBR')
mean_pop_growth_rate = cleanTable1.groupby('CBR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_CBR, mean_pop_growth_rate, on='CBR_bins')

print(mean_data)

   CBR_bins   Mean_CBR  Mean_PopGrowthRate
0         0   7.349779           -0.558307
1         1   8.926760           -0.181752
2         2  10.139721            0.037646
3         3  11.996449            0.287861
4         4  14.392417            0.576625
5         5  17.349866            0.913562
6         6  21.643419            1.341940
7         7  28.325936            1.873668
8         8  37.591556            2.442710
9         9  47.025663            2.728525


mean_data_cbr = pd.DataFrame({
    'CBR_bins': range(10),
    'Mean_CBR': [7.349779, 8.926760, 10.139721, 11.996449, 14.392417, 17.349866, 21.643419, 28.325936, 37.591556, 47.025663],
    'Mean_PopGrowthRate': [-0.558307, -0.181752, 0.037646, 0.287861, 0.576625, 0.913562, 1.341940, 1.873668, 2.442710, 2.728525]
})

plt.figure(figsize=(10, 6))
sns.lineplot(x='Mean_CBR', y='Mean_PopGrowthRate', data=mean_data_cbr, marker='o', color='green')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Crude Birth Rate (Log Scale)')
plt.xlabel('Mean Crude Birth Rate (Log Scale)')
plt.ylabel('Population Growth Rate')

for i in range(len(mean_data_cbr)):
    plt.text(mean_data_cbr['Mean_CBR'][i], mean_data_cbr['Mean_PopGrowthRate'][i], f'{mean_data_cbr["Mean_CBR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(-0.7, 3)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


num_bins = 10


cleanTable1['Deaths_bins'] = pd.qcut(cleanTable1['Deaths'], q=num_bins, labels=False)


mean_deaths = cleanTable1.groupby('Deaths_bins')['Deaths'].mean().reset_index(name='Mean_Deaths')
mean_pop_growth_rate = cleanTable1.groupby('Deaths_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_deaths, mean_pop_growth_rate, on='Deaths_bins')

print(mean_data)

   Deaths_bins   Mean_Deaths  Mean_PopGrowthRate
0            0      0.296098            0.795016
1            1      1.791742            0.981557
2            2     10.115783            1.052903
3            3     31.832900            0.793397
4            4     67.563670            1.059193
5            5    124.472065            0.988427
6            6    247.652093            1.303459
7            7    553.395487            0.768191
8            8   1967.985504            0.902036
9            9  20921.633076            0.817702


mean_data_deaths = pd.DataFrame({
    'Deaths_bins': range(10),
    'Mean_Deaths':[0.296098, 1.791742, 10.115783, 31.832900, 67.563670, 124.472065, 247.652093, 553.395487, 1967.985504, 20921.633076],
    'Mean_PopGrowthRate': [0.795016, 0.981557, 1.052903, 0.793397, 1.059193, 0.988427, 1.303459, 0.768191, 0.902036, 0.817702]
})

plt.figure(figsize=(10, 6))
sns.lineplot(x='Mean_Deaths', y='Mean_PopGrowthRate', data=mean_data_deaths, marker='o', color='purple')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Deaths (Log Scale)')
plt.xlabel('Mean Deaths (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_deaths)):
    plt.text(mean_data_deaths['Mean_Deaths'][i], mean_data_deaths['Mean_PopGrowthRate'][i], f'{mean_data_deaths["Mean_Deaths"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.7, 1.4)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


num_bins = 10

cleanTable1['CDR_bins'] = pd.qcut(cleanTable1['CDR'], q=num_bins, labels=False)


mean_CDR = cleanTable1.groupby('CDR_bins')['CDR'].mean().reset_index(name='Mean_CDR')
mean_pop_growth_rate = cleanTable1.groupby('CDR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_CDR, mean_pop_growth_rate, on='CDR_bins')

print(mean_data)

   CDR_bins   Mean_CDR  Mean_PopGrowthRate
0         0   4.937629            1.822297
1         1   6.570400            1.334611
2         2   7.493827            1.219665
3         3   8.436262            1.011749
4         4   9.367810            0.751597
5         5  10.289675            0.635900
6         6  11.381839            0.455341
7         7  12.706110            0.261691
8         8  14.696864            0.275056
9         9  20.733257            1.693042


mean_data_cdr = pd.DataFrame({
    'CDR_bins': range(10),
    'Mean_CDR':[4.937629, 6.570400, 7.493827, 8.436262, 9.367810, 10.289675, 11.381839, 12.706110, 14.696864, 20.733257],
    'Mean_PopGrowthRate': [1.822297, 1.334611, 1.219665, 1.011749, 0.751597, 0.635900, 0.455341, 0.261691, 0.275056, 1.693042]
})


plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_CDR', y='Mean_PopGrowthRate', data=mean_data_cdr, marker='o', color='orange')  # Change color here
plt.xscale('log')
plt.title('Population Growth Rate vs. Mean Crude Death Rate (Log Scale)')
plt.xlabel('Mean Crude Death Rate (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_cdr)):
    plt.text(mean_data_cdr['Mean_CDR'][i], mean_data_cdr['Mean_PopGrowthRate'][i], f'{mean_data_cdr["Mean_CDR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.2, 1.9)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


num_bins = 10


cleanTable1['NetMigrations_bins'] = pd.qcut(cleanTable1['NetMigrations'], q=num_bins, labels=False)


mean_NetMigrations = cleanTable1.groupby('NetMigrations_bins')['NetMigrations'].mean().reset_index(name='Mean_NetMigrations')
mean_pop_growth_rate = cleanTable1.groupby('NetMigrations_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')


mean_data = pd.merge(mean_NetMigrations, mean_pop_growth_rate, on='NetMigrations_bins')

print(mean_data)

   NetMigrations_bins  Mean_NetMigrations  Mean_PopGrowthRate
0                   0         -730.715942            1.049261
1                   1          -58.479304            0.978901
2                   2          -16.826987            1.018760
3                   3           -6.066235            0.818604
4                   4           -2.062255            0.837724
5                   5           -0.434459            0.457533
6                   6            0.207173            0.794335
7                   7            2.970710            1.406520
8                   8           23.404584            1.120087
9                   9          485.986644            0.937569


mean_data_net_migrations = pd.DataFrame({
    'NetMigrations_bins': range(10),
    'Mean_NetMigrations': [-730.715942, -58.479304, -16.826987, -6.066235, -2.062255, -0.434459, 0.207173, 2.970710, 23.404584, 485.986644],
    'Mean_PopGrowthRate': [1.049261, 0.978901, 1.018760, 0.818604, 0.837724, 0.457533, 0.794335, 1.406520, 1.120087, 0.937569]
})


plt.figure(figsize=(16, 7))
sns.lineplot(x='Mean_NetMigrations', y='Mean_PopGrowthRate', data=mean_data_net_migrations, marker='o', color='purple')  # Change color here
plt.title('Population Growth Rate vs. Mean Net Migrations (Log Scale)')
plt.xlabel('Mean Net Migrations (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_net_migrations)):
    plt.text(mean_data_net_migrations['Mean_NetMigrations'][i], mean_data_net_migrations['Mean_PopGrowthRate'][i], f'{mean_data_net_migrations["Mean_NetMigrations"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.4, 1.5)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


num_bins = 10

cleanTable1['CNMR_bins'] = pd.qcut(cleanTable1['CNMR'], q=num_bins, labels=False)

mean_CNMR = cleanTable1.groupby('CNMR_bins')['CNMR'].mean().reset_index(name='Mean_CNMR')
mean_pop_growth_rate = cleanTable1.groupby('CNMR_bins')['PopGrowthRate'].mean().reset_index(name='Mean_PopGrowthRate')

mean_data = pd.merge(mean_CNMR, mean_pop_growth_rate, on='CNMR_bins')

print(mean_data)

   CNMR_bins  Mean_CNMR  Mean_PopGrowthRate
0          0 -12.779520            0.555761
1          1  -3.517351            1.020758
2          2  -1.594371            1.000683
3          3  -0.745859            0.824845
4          4  -0.367910            0.711285
5          5  -0.161931            0.845018
6          6   0.224606            1.054013
7          7   1.180704            0.630534
8          8   2.836202            0.670506
9          9  11.611860            2.148991


mean_data_cnmr = pd.DataFrame({
    'CNMR_bins': range(10),
    'Mean_CNMR': [-12.779520, -3.517351, -1.594371, -0.745859, -0.367910, -0.161931, 0.224606, 1.180704, 2.836202, 11.611860],
    'Mean_PopGrowthRate': [0.555761, 1.020758, 1.000683, 0.824845, 0.711285, 0.845018, 1.054013, 0.630534, 0.670506, 2.148991]
})


plt.figure(figsize=(15, 6))
sns.lineplot(x='Mean_CNMR', y='Mean_PopGrowthRate', data=mean_data_cnmr, marker='o', color='blue')  # Change color here
plt.title('Population Growth Rate vs. Mean Crude Net Migration Rate (Log Scale)')
plt.xlabel('Mean Crude Net Migration Rate (Log Scale)')
plt.ylabel('Population Growth Rate')


for i in range(len(mean_data_cnmr)):
    plt.text(mean_data_cnmr['Mean_CNMR'][i], mean_data_cnmr['Mean_PopGrowthRate'][i], f'{mean_data_cnmr["Mean_CNMR"][i]:.2f}', fontsize=9, ha='right')

plt.legend()
plt.ylim(0.5, 2.2)
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
C:\Users\leonp\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
  with pd.option_context('mode.use_inf_as_na', True):
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.


# First we calculate the pearsons and spearmans correlation coefficents foe a specific one or two locations and see that the correlations are different for different locations.
# Then we calculate the pearsons and spearmans correlation for all the loc ids and take the weighted average for all the loc ids for all the variables.
# After this we plot graphs and select the variables that have high pearsons and spearmans correlation coefficent values and go ahead with the selected attributes


def calculate_correlations(cleanTable1, LocID, attribute1, attribute2):
   
    location_data = cleanTable1[cleanTable1['LocID'] == locID]

    clean_data = location_data[[attribute1, attribute2]].dropna()
    
    if clean_data.empty:
        print(f"No valid data available to calculate correlation between {attribute1} and {attribute2} for LocID {locID}.")
        return
    
   
    pearson_corr, pearson_p_value = pearsonr(clean_data[attribute1], clean_data[attribute2])
    
    spearman_corr, spearman_p_value = spearmanr(clean_data[attribute1], clean_data[attribute2])
    
    print(f"Location ID: {locID}")
    print(f"Fixed Attribute: {attribute1}")
    print(f"Variable Attribute: {attribute2}")
    print("Pearson Correlation Coefficient:", pearson_corr)
    print("Pearson P-value:", pearson_p_value)
    print("Spearman Correlation Coefficient:", spearman_corr)
    print("Spearman P-value:", spearman_p_value)
    print("\n")
    
    return {
        'pearson_corr': pearson_corr,
        'pearson_p_value': pearson_p_value,
        'spearman_corr': spearman_corr,
        'spearman_p_value': spearman_p_value
    }


locID = 4
attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']


correlations = {}
for attribute2 in attributes:
    correlations[attribute2] = calculate_correlations(data, locID, attribute1, attribute2)

Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulation1July
Pearson Correlation Coefficient: -0.22410494759126576
Pearson P-value: 0.005670705749552232
Spearman Correlation Coefficient: -0.45674142274452917
Spearman P-value: 3.755147712397892e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationMale1July
Pearson Correlation Coefficient: -0.22304141371543298
Pearson P-value: 0.005909358773580144
Spearman Correlation Coefficient: -0.45498122602075997
Spearman P-value: 4.382811202565713e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationFemale1July
Pearson Correlation Coefficient: -0.22511254450061502
Pearson P-value: 0.0054525824069435284
Spearman Correlation Coefficient: -0.45770517402001865
Spearman P-value: 3.449153723444579e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopDensity
Pearson Correlation Coefficient: -0.22410492824307537
Pearson P-value: 0.005670710011766213
Spearman Correlation Coefficient: -0.45674142274452917
Spearman P-value: 3.755147712397892e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopSexRatio
Pearson Correlation Coefficient: 0.05712005280868991
Pearson P-value: 0.48602854284618213
Spearman Correlation Coefficient: 0.4890070486295413
Spearman P-value: 1.8806288645654196e-10


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: MedianAgePop
Pearson Correlation Coefficient: -0.29911034922471386
Pearson P-value: 0.0001908971628792997
Spearman Correlation Coefficient: -0.6680504252794669
Spearman P-value: 7.257153891868354e-21


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChange
Pearson Correlation Coefficient: 0.11443443441049393
Pearson P-value: 0.16178024622881787
Spearman Correlation Coefficient: 0.20313890130619536
Spearman P-value: 0.012363032390494199


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChangeRT
Pearson Correlation Coefficient: 0.3904988715996711
Pearson P-value: 7.162576328502599e-07
Spearman Correlation Coefficient: 0.7429814272942267
Spearman P-value: 9.120165876671176e-28


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: PopChange
Pearson Correlation Coefficient: 0.6762780593662213
Pearson P-value: 1.5949594603996518e-21
Spearman Correlation Coefficient: 0.4663981059587915
Spearman P-value: 1.583148805513982e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Births
Pearson Correlation Coefficient: -0.06722451862294525
Pearson P-value: 0.41214057915288543
Spearman Correlation Coefficient: -0.19872986882166052
Spearman P-value: 0.014437464293182862


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Births1519
Pearson Correlation Coefficient: 0.2814556202392669
Pearson P-value: 0.0004637067907558098
Spearman Correlation Coefficient: 0.5641779053486852
Spearman P-value: 4.571940560013063e-14


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CBR
Pearson Correlation Coefficient: 0.22510381815263003
Pearson P-value: 0.0054544388321424
Spearman Correlation Coefficient: 0.5669907345686489
Spearman P-value: 3.2111264597846543e-14


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: TFR
Pearson Correlation Coefficient: 0.20888532257666007
Pearson P-value: 0.010054333885522721
Spearman Correlation Coefficient: 0.53231660187943
Spearman P-value: 2.0014133412055058e-12


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: NRR
Pearson Correlation Coefficient: 0.3483327055840773
Pearson P-value: 1.171212054089679e-05
Spearman Correlation Coefficient: 0.674519583931577
Spearman P-value: 2.2139491511384416e-21


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: MAC
Pearson Correlation Coefficient: 0.07020413165246062
Pearson P-value: 0.3916817087198561
Spearman Correlation Coefficient: 0.1534363317946989
Spearman P-value: 0.05997965371169829


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Deaths
Pearson Correlation Coefficient: -0.3041896652715055
Pearson P-value: 0.0001462976446330789
Spearman Correlation Coefficient: -0.7061601710703573
Spearman P-value: 4.193617576053061e-24


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsMale
Pearson Correlation Coefficient: -0.3095803846955463
Pearson P-value: 0.00010971398008470878
Spearman Correlation Coefficient: -0.6873481067866907
Spearman P-value: 1.919043728441998e-22


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsFemale
Pearson Correlation Coefficient: -0.2962654664165395
Pearson P-value: 0.00022110766467966063
Spearman Correlation Coefficient: -0.7104589669390697
Spearman P-value: 1.6772513465179025e-24


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CDR
Pearson Correlation Coefficient: -0.06432207684795951
Pearson P-value: 0.43266010818917217
Spearman Correlation Coefficient: -0.016368086762019774
Spearman P-value: 0.8418901160026444


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LEx
Pearson Correlation Coefficient: -0.05365379057393913
Pearson P-value: 0.5129175246306353
Spearman Correlation Coefficient: -0.45710043316541676
Spearman P-value: 3.638222592717137e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LExMale
Pearson Correlation Coefficient: -0.04522643602622863
Pearson P-value: 0.5813486623817186
Spearman Correlation Coefficient: -0.4482733080110694
Spearman P-value: 7.836137940673994e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LExFemale
Pearson Correlation Coefficient: -0.06277031803862597
Pearson P-value: 0.4438664989677102
Spearman Correlation Coefficient: -0.4664486462607611
Spearman P-value: 1.5758965820700385e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15
Pearson Correlation Coefficient: -0.06097426810300447
Pearson P-value: 0.4570395575250338
Spearman Correlation Coefficient: -0.4374820821560411
Spearman P-value: 1.9444157525370236e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Male
Pearson Correlation Coefficient: -0.042565647303911644
Pearson P-value: 0.6037996421196028
Spearman Correlation Coefficient: -0.417525633954179
Spearman P-value: 9.625198711415851e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Female
Pearson Correlation Coefficient: -0.08113720212253692
Pearson P-value: 0.3219886830292782
Spearman Correlation Coefficient: -0.4624211070244933
Spearman P-value: 2.266825558028917e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65
Pearson Correlation Coefficient: -0.11273603022988977
Pearson P-value: 0.1681386088255131
Spearman Correlation Coefficient: -0.44628829408198717
Spearman P-value: 9.284060451841426e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Male
Pearson Correlation Coefficient: -0.09258532680798347
Pearson P-value: 0.25818818544250494
Spearman Correlation Coefficient: -0.43999689787128754
Spearman P-value: 1.5777346827664765e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Female
Pearson Correlation Coefficient: -0.1278305526812749
Pearson P-value: 0.11777550358860275
Spearman Correlation Coefficient: -0.448243680937501
Spearman P-value: 7.856056194930244e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80
Pearson Correlation Coefficient: -0.138044179073865
Pearson P-value: 0.09096644073230299
Spearman Correlation Coefficient: -0.45191395252191474
Spearman P-value: 5.7255749534363635e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Male
Pearson Correlation Coefficient: -0.10823340578745427
Pearson P-value: 0.18589131114480695
Spearman Correlation Coefficient: -0.4501310998007109
Spearman P-value: 6.6797108437336285e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Female
Pearson Correlation Coefficient: -0.15215949723673272
Pearson P-value: 0.06216668337791912
Spearman Correlation Coefficient: -0.45270168412502726
Spearman P-value: 5.347126676583161e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: InfantDeaths
Pearson Correlation Coefficient: 0.14442828672384384
Pearson P-value: 0.0768429719998204
Spearman Correlation Coefficient: 0.5036898777362296
Spearman P-value: 4.327794410015048e-11


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: IMR
Pearson Correlation Coefficient: 0.025274054766762425
Pearson P-value: 0.758050990525537
Spearman Correlation Coefficient: 0.4702792525962508
Spearman P-value: 1.1103156616974576e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: LBsurvivingAge1
Pearson Correlation Coefficient: -0.07252004091000407
Pearson P-value: 0.3762095952704235
Spearman Correlation Coefficient: -0.2304480920601189
Spearman P-value: 0.004417774250584835


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q5
Pearson Correlation Coefficient: 0.013119553530207067
Pearson P-value: 0.872973262114036
Spearman Correlation Coefficient: 0.4700387504696369
Spearman P-value: 1.135141656214668e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040
Pearson Correlation Coefficient: 0.024421589712309306
Pearson P-value: 0.7659717166146652
Spearman Correlation Coefficient: 0.4543764851661581
Spearman P-value: 4.620905789286744e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Male
Pearson Correlation Coefficient: 0.01871166058677831
Pearson P-value: 0.8196135938503506
Spearman Correlation Coefficient: 0.4412499488063271
Spearman P-value: 1.4208165542558989e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Female
Pearson Correlation Coefficient: 0.030722946815821377
Pearson P-value: 0.7080464132570026
Spearman Correlation Coefficient: 0.4676476713557643
Spearman P-value: 1.4129472598272534e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060
Pearson Correlation Coefficient: 0.052773163377115774
Pearson P-value: 0.5198690212356117
Spearman Correlation Coefficient: 0.4500979871890757
Spearman P-value: 6.698803963705696e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Male
Pearson Correlation Coefficient: 0.0493470090129319
Pearson P-value: 0.5473645442236333
Spearman Correlation Coefficient: 0.43786723411243017
Spearman P-value: 1.8833776523060358e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Female
Pearson Correlation Coefficient: 0.059412546143355574
Pearson P-value: 0.4686684610976878
Spearman Correlation Coefficient: 0.4653925282264997
Spearman P-value: 1.7343173924752038e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550
Pearson Correlation Coefficient: 0.016213871690213943
Pearson P-value: 0.8433605940416449
Spearman Correlation Coefficient: 0.4352896787119801
Spearman P-value: 2.3297544520846563e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Male
Pearson Correlation Coefficient: 0.003601367436424468
Pearson P-value: 0.964994686814997
Spearman Correlation Coefficient: 0.4150387025434675
Spearman P-value: 1.1664493677491888e-07


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Female
Pearson Correlation Coefficient: 0.03422472730358427
Pearson P-value: 0.6765409330770622
Spearman Correlation Coefficient: 0.4652775054702929
Spearman P-value: 1.7524709719474311e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560
Pearson Correlation Coefficient: 0.037444913489988026
Pearson P-value: 0.6480539606527735
Spearman Correlation Coefficient: 0.4387072487865457
Spearman P-value: 1.7565765526706528e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Male
Pearson Correlation Coefficient: 0.028833720374042478
Pearson P-value: 0.7252556691785672
Spearman Correlation Coefficient: 0.4225482943085382
Spearman P-value: 6.498171078785224e-08


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Female
Pearson Correlation Coefficient: 0.05252682277364112
Pearson P-value: 0.5218221588068968
Spearman Correlation Coefficient: 0.4627592042169796
Spearman P-value: 2.1990866262227527e-09


Location ID: 4
Fixed Attribute: PopGrowthRate
Variable Attribute: CNMR
Pearson Correlation Coefficient: 0.931654559222069
Pearson P-value: 2.1504698954105864e-67
Spearman Correlation Coefficient: 0.24724337267928315
Spearman P-value: 0.0022089949442876643


attributes = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes]


plt.figure(figsize=(14, 7))
x = range(len(attributes))

plt.bar(x, pearson_corrs, width=0.4, label='Pearson', align='center')
plt.bar(x, spearman_corrs, width=0.4, label='Spearman', align='edge')

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients for Location ID 4')
plt.xticks(x, attributes, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.tight_layout()

plt.savefig('correlation_plot_locID_4.png')
plt.show()


def calculate_correlations(cleanTable1, LocID, attribute1, attribute2):
    
    location_data = cleanTable1[cleanTable1['LocID'] == locID]
    
    
    clean_data = location_data[[attribute1, attribute2]].dropna()
    
    if clean_data.empty:
        print(f"No valid data available to calculate correlation between {attribute1} and {attribute2} for LocID {locID}.")
        return
    
    
    pearson_corr, pearson_p_value = pearsonr(clean_data[attribute1], clean_data[attribute2])
    
    
    spearman_corr, spearman_p_value = spearmanr(clean_data[attribute1], clean_data[attribute2])
    
    print(f"Location ID: {locID}")
    print(f"Fixed Attribute: {attribute1}")
    print(f"Variable Attribute: {attribute2}")
    print("Pearson Correlation Coefficient:", pearson_corr)
    print("Pearson P-value:", pearson_p_value)
    print("Spearman Correlation Coefficient:", spearman_corr)
    print("Spearman P-value:", spearman_p_value)
    print("\n")
    
    return {
        'pearson_corr': pearson_corr,
        'pearson_p_value': pearson_p_value,
        'spearman_corr': spearman_corr,
        'spearman_p_value': spearman_p_value
    }


locID = 16
attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']


correlations = {}
for attribute2 in attributes:
    correlations[attribute2] = calculate_correlations(data, locID, attribute1, attribute2)

Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulation1July
Pearson Correlation Coefficient: 0.19624517578792014
Pearson P-value: 0.015735497573417512
Spearman Correlation Coefficient: 0.3109645633451632
Spearman P-value: 0.00010180796649381548


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationMale1July
Pearson Correlation Coefficient: 0.2227191065911806
Pearson P-value: 0.005983431644520492
Spearman Correlation Coefficient: 0.3364456337907115
Spearman P-value: 2.402606276576215e-05


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TPopulationFemale1July
Pearson Correlation Coefficient: 0.16892843865331073
Pearson P-value: 0.03812542512954611
Spearman Correlation Coefficient: 0.28647513020783716
Spearman P-value: 0.0003623999634987407


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopDensity
Pearson Correlation Coefficient: 0.19624303374889776
Pearson P-value: 0.015736659060981404
Spearman Correlation Coefficient: 0.3109645633451632
Spearman P-value: 0.00010180796649381548


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopSexRatio
Pearson Correlation Coefficient: 0.4945836827078075
Pearson P-value: 1.0852569006721701e-10
Spearman Correlation Coefficient: 0.48181896606725994
Spearman P-value: 3.7652905335580154e-10


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: MedianAgePop
Pearson Correlation Coefficient: -0.8059313571246552
Pearson P-value: 9.63161196227723e-36
Spearman Correlation Coefficient: -0.8701800370717352
Spearman P-value: 1.183986100842127e-47


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChange
Pearson Correlation Coefficient: 0.7456463024928323
Pearson P-value: 4.684827816578201e-28
Spearman Correlation Coefficient: 0.825536994924803
Spearman P-value: 7.534418837515045e-39


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NatChangeRT
Pearson Correlation Coefficient: 0.8622413078274659
Pearson P-value: 7.245152700836476e-46
Spearman Correlation Coefficient: 0.8752131628118859
Spearman P-value: 7.559219026297109e-49


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: PopChange
Pearson Correlation Coefficient: 0.9251492718350749
Pearson P-value: 1.4727405509568164e-64
Spearman Correlation Coefficient: 0.9024546674280601
Spearman P-value: 2.3085554799908915e-56


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Births
Pearson Correlation Coefficient: 0.7070112880592021
Pearson P-value: 3.502371368778531e-24
Spearman Correlation Coefficient: 0.7938033834265428
Spearman P-value: 5.412934125202408e-34


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Births1519
Pearson Correlation Coefficient: 0.6553228391738967
Pearson P-value: 6.893102057732655e-20
Spearman Correlation Coefficient: 0.7404267710800937
Spearman P-value: 1.714010039026398e-27


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CBR
Pearson Correlation Coefficient: 0.8598223774406251
Pearson P-value: 2.4120586670726938e-45
Spearman Correlation Coefficient: 0.8755930871232961
Spearman P-value: 6.112073293608122e-49


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: TFR
Pearson Correlation Coefficient: 0.7998120947813733
Pearson P-value: 7.613205308902098e-35
Spearman Correlation Coefficient: 0.8711490183430384
Spearman P-value: 7.034395369507706e-48


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: NRR
Pearson Correlation Coefficient: 0.8145177344144475
Pearson P-value: 4.661325300875318e-37
Spearman Correlation Coefficient: 0.8709319307504712
Spearman P-value: 7.907601128808197e-48


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: MAC
Pearson Correlation Coefficient: -0.5934455666216459
Pearson P-value: 9.762563839524236e-16
Spearman Correlation Coefficient: -0.6461570367862189
Spearman P-value: 3.264759246698763e-19


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Deaths
Pearson Correlation Coefficient: -0.665807135818581
Pearson P-value: 1.0878271899964826e-20
Spearman Correlation Coefficient: -0.5802427613217013
Spearman P-value: 5.8050082818463e-15


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsMale
Pearson Correlation Coefficient: -0.5817413542058136
Pearson P-value: 4.760737674793999e-15
Spearman Correlation Coefficient: -0.488893579811571
Spearman P-value: 1.901590149806391e-10


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: DeathsFemale
Pearson Correlation Coefficient: -0.6982390439895896
Pearson P-value: 2.1749550956987557e-23
Spearman Correlation Coefficient: -0.6277564533479575
Spearman P-value: 6.346693414107758e-18


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CDR
Pearson Correlation Coefficient: -0.7347128770719533
Pearson P-value: 6.845305367928262e-27
Spearman Correlation Coefficient: -0.7693781005030658
Spearman P-value: 8.418726772207843e-31


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LEx
Pearson Correlation Coefficient: -0.7616746605953628
Pearson P-value: 7.102936377532233e-30
Spearman Correlation Coefficient: -0.8620273493250507
Spearman P-value: 8.065821613447028e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LExMale
Pearson Correlation Coefficient: -0.7874179234685853
Pearson P-value: 4.057399576369841e-33
Spearman Correlation Coefficient: -0.855007463424314
Spearman P-value: 2.4751353818699947e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LExFemale
Pearson Correlation Coefficient: -0.7123402605866904
Pearson P-value: 1.1172064494399472e-24
Spearman Correlation Coefficient: -0.8519593550726784
Spearman P-value: 1.0352490655066116e-43


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15
Pearson Correlation Coefficient: -0.7620820280484534
Pearson P-value: 6.358291040421911e-30
Spearman Correlation Coefficient: -0.8602671495336544
Spearman P-value: 1.9367838393585785e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Male
Pearson Correlation Coefficient: -0.7839453255352412
Pearson P-value: 1.178866699839626e-32
Spearman Correlation Coefficient: -0.8510252292427889
Spearman P-value: 1.5947944353473813e-43


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE15Female
Pearson Correlation Coefficient: -0.709958166547548
Pearson P-value: 1.867824210815319e-24
Spearman Correlation Coefficient: -0.8212865666285468
Spearman P-value: 3.82507417911544e-38


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65
Pearson Correlation Coefficient: -0.699823929078893
Pearson P-value: 1.5714219409362694e-23
Spearman Correlation Coefficient: -0.7657921428807127
Spearman P-value: 2.2951411396013362e-30


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Male
Pearson Correlation Coefficient: -0.6735713697830253
Pearson P-value: 2.6397131992732817e-21
Spearman Correlation Coefficient: -0.7095748768973623
Spearman P-value: 2.0278698870692487e-24


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE65Female
Pearson Correlation Coefficient: -0.6844976928879023
Pearson P-value: 3.3402395902994353e-22
Spearman Correlation Coefficient: -0.7505742438988181
Spearman P-value: 1.3369014303004048e-28


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80
Pearson Correlation Coefficient: -0.6065414067079561
Pearson P-value: 1.534171267629104e-16
Spearman Correlation Coefficient: -0.5718075002012872
Spearman P-value: 1.7397887974913335e-14


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Male
Pearson Correlation Coefficient: -0.5143330674504762
Pearson P-value: 1.4270102213103368e-11
Spearman Correlation Coefficient: -0.40802476827806267
Spearman P-value: 1.9889964087826343e-07


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LE80Female
Pearson Correlation Coefficient: -0.600875321969795
Pearson P-value: 3.452287611013499e-16
Spearman Correlation Coefficient: -0.6106068686201974
Spearman P-value: 8.487762871321142e-17


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: InfantDeaths
Pearson Correlation Coefficient: 0.7799370808333753
Pearson P-value: 3.9410686347025956e-32
Spearman Correlation Coefficient: 0.8555192963931675
Spearman P-value: 1.9402279428732598e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: IMR
Pearson Correlation Coefficient: 0.6436050349131512
Pearson P-value: 4.986933582863292e-19
Spearman Correlation Coefficient: 0.8623776465112591
Spearman P-value: 6.76568061886688e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: LBsurvivingAge1
Pearson Correlation Coefficient: 0.6994442960516083
Pearson P-value: 1.6989825641856887e-23
Spearman Correlation Coefficient: 0.78727631423134
Spearman P-value: 4.239420817124333e-33


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q5
Pearson Correlation Coefficient: 0.6463226377978776
Pearson P-value: 3.1757920817384853e-19
Spearman Correlation Coefficient: 0.8636567224018775
Spearman P-value: 3.546309515425662e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040
Pearson Correlation Coefficient: 0.7011329117278039
Pearson P-value: 1.1995246623013083e-23
Spearman Correlation Coefficient: 0.8651259980667361
Spearman P-value: 1.6749070460258974e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Male
Pearson Correlation Coefficient: 0.7408704845769891
Pearson P-value: 1.5369235000500593e-27
Spearman Correlation Coefficient: 0.8666648658051548
Spearman P-value: 7.561976070502499e-47


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0040Female
Pearson Correlation Coefficient: 0.6385771584418443
Pearson P-value: 1.1357118669895522e-18
Spearman Correlation Coefficient: 0.862933590801809
Spearman P-value: 5.1135978173667895e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060
Pearson Correlation Coefficient: 0.7541674241407527
Pearson P-value: 5.259281730669094e-29
Spearman Correlation Coefficient: 0.8642772680683105
Spearman P-value: 2.5861098430522904e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Male
Pearson Correlation Coefficient: 0.7943223336396912
Pearson P-value: 4.581218931598087e-34
Spearman Correlation Coefficient: 0.8638590027713451
Spearman P-value: 3.200004086496975e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q0060Female
Pearson Correlation Coefficient: 0.6720119526155192
Pearson P-value: 3.52023098978999e-21
Spearman Correlation Coefficient: 0.8601486410328475
Spearman P-value: 2.0535606174773013e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550
Pearson Correlation Coefficient: 0.7490029461529375
Pearson P-value: 2.000414135250365e-28
Spearman Correlation Coefficient: 0.8653281596269361
Spearman P-value: 1.5096102743912169e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Male
Pearson Correlation Coefficient: 0.7934783378403832
Pearson P-value: 6.007686723105665e-34
Spearman Correlation Coefficient: 0.8652427637954724
Spearman P-value: 1.57737719124062e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1550Female
Pearson Correlation Coefficient: 0.6517694199589655
Pearson P-value: 1.2677358865677598e-19
Spearman Correlation Coefficient: 0.8587404811997306
Spearman P-value: 4.100680194765336e-45


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560
Pearson Correlation Coefficient: 0.7649960924523556
Pearson P-value: 2.860530294593626e-30
Spearman Correlation Coefficient: 0.8643400078628553
Spearman P-value: 2.5046372957707456e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Male
Pearson Correlation Coefficient: 0.8040518945487327
Pearson P-value: 1.8316284397243975e-35
Spearman Correlation Coefficient: 0.863320486201502
Spearman P-value: 4.205301671578352e-46


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: Q1560Female
Pearson Correlation Coefficient: 0.6725219904577903
Pearson P-value: 3.204545489384425e-21
Spearman Correlation Coefficient: 0.8520708924852026
Spearman P-value: 9.829952237966004e-44


Location ID: 16
Fixed Attribute: PopGrowthRate
Variable Attribute: CNMR
Pearson Correlation Coefficient: 0.5984537084549658
Pearson P-value: 4.858858245435693e-16
Spearman Correlation Coefficient: 0.5388267832715777
Spearman P-value: 9.547914165718166e-13


attributes = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes]


plt.figure(figsize=(14, 7))
x = range(len(attributes))

plt.bar(x, pearson_corrs, width=0.4, label='Pearson', align='center')
plt.bar(x, spearman_corrs, width=0.4, label='Spearman', align='edge')

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients for Location ID 16')
plt.xticks(x, attributes, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.tight_layout()


plt.savefig('correlation_plot_locID_16.png')
plt.show()


def calculate_pearson_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
       
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
      
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        pearson_corr, _ = pearsonr(clean_data1[attribute1], clean_data1[attribute2])
        
        correlations.append((locationID, pearson_corr, len(clean_data1)))
    
    return correlations


def calculate_spearman_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        spearman_corr, _ = spearmanr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, spearman_corr, len(clean_data1)))
    
    return correlations


def weighted_average_correlation(correlations):
    total_weight = sum(weight for _, _, weight in correlations)
    weighted_sum = sum(corr * weight for _, corr, weight in correlations)
    
    if total_weight == 0:
        return None
    
    return weighted_sum / total_weight

attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']



for attribute2 in attributes:
    pearson_correlations = calculate_pearson_correlation(cleanTable1, attribute1, attribute2)
    spearman_correlations = calculate_spearman_correlation(cleanTable1, attribute1, attribute2)
    
    pearson_weighted_avg_corr = weighted_average_correlation(pearson_correlations)
    spearman_weighted_avg_corr = weighted_average_correlation(spearman_correlations)
    
    print(f"Weighted Average Pearson Correlation between {attribute1} and {attribute2}: {pearson_weighted_avg_corr}")
    print(f"Weighted Average Spearman Correlation between {attribute1} and {attribute2}: {spearman_weighted_avg_corr}")
    print("\n")

Weighted Average Pearson Correlation between PopGrowthRate and TPopulation1July: -0.6070118852816061
Weighted Average Spearman Correlation between PopGrowthRate and TPopulation1July: -0.5312823178519203


Weighted Average Pearson Correlation between PopGrowthRate and TPopulationMale1July: -0.6057417321963567
Weighted Average Spearman Correlation between PopGrowthRate and TPopulationMale1July: -0.5311917392223584


Weighted Average Pearson Correlation between PopGrowthRate and TPopulationFemale1July: -0.6067765247026501
Weighted Average Spearman Correlation between PopGrowthRate and TPopulationFemale1July: -0.530996260036963


Weighted Average Pearson Correlation between PopGrowthRate and PopDensity: -0.6070132122659229
Weighted Average Spearman Correlation between PopGrowthRate and PopDensity: -0.5312755049896628


Weighted Average Pearson Correlation between PopGrowthRate and PopSexRatio: 0.19445083977374844
Weighted Average Spearman Correlation between PopGrowthRate and PopSexRatio: 0.17998028006678243


Weighted Average Pearson Correlation between PopGrowthRate and MedianAgePop: -0.8434445586895536
Weighted Average Spearman Correlation between PopGrowthRate and MedianAgePop: -0.8469568483177289


Weighted Average Pearson Correlation between PopGrowthRate and NatChange: 0.5422785130503727
Weighted Average Spearman Correlation between PopGrowthRate and NatChange: 0.5554040511390309


Weighted Average Pearson Correlation between PopGrowthRate and NatChangeRT: 0.8826544639672341
Weighted Average Spearman Correlation between PopGrowthRate and NatChangeRT: 0.8887166862854946


Weighted Average Pearson Correlation between PopGrowthRate and PopChange: 0.6491568038025067
Weighted Average Spearman Correlation between PopGrowthRate and PopChange: 0.6507342655790666


Weighted Average Pearson Correlation between PopGrowthRate and Births: 0.18833186785425904
Weighted Average Spearman Correlation between PopGrowthRate and Births: 0.21860534593573083

C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))

Weighted Average Pearson Correlation between PopGrowthRate and Births1519: nan
Weighted Average Spearman Correlation between PopGrowthRate and Births1519: nan


Weighted Average Pearson Correlation between PopGrowthRate and CBR: 0.8182859872957431
Weighted Average Spearman Correlation between PopGrowthRate and CBR: 0.8304453396457203


Weighted Average Pearson Correlation between PopGrowthRate and TFR: 0.7412452010076435
Weighted Average Spearman Correlation between PopGrowthRate and TFR: 0.6883428654001184


Weighted Average Pearson Correlation between PopGrowthRate and NRR: 0.7688206411322379
Weighted Average Spearman Correlation between PopGrowthRate and NRR: 0.6972237914949105


Weighted Average Pearson Correlation between PopGrowthRate and MAC: -0.27197623156710077
Weighted Average Spearman Correlation between PopGrowthRate and MAC: -0.3170430830090134


Weighted Average Pearson Correlation between PopGrowthRate and Deaths: -0.7590145261009615
Weighted Average Spearman Correlation between PopGrowthRate and Deaths: -0.7466380293369477


Weighted Average Pearson Correlation between PopGrowthRate and DeathsMale: -0.7536814525602062
Weighted Average Spearman Correlation between PopGrowthRate and DeathsMale: -0.7369441736363447


Weighted Average Pearson Correlation between PopGrowthRate and DeathsFemale: -0.7544790161000736
Weighted Average Spearman Correlation between PopGrowthRate and DeathsFemale: -0.7467347019559744


Weighted Average Pearson Correlation between PopGrowthRate and CDR: -0.13290434333758153
Weighted Average Spearman Correlation between PopGrowthRate and CDR: -0.25253707114360735


Weighted Average Pearson Correlation between PopGrowthRate and LEx: -0.752563580666578
Weighted Average Spearman Correlation between PopGrowthRate and LEx: -0.80774772034162


Weighted Average Pearson Correlation between PopGrowthRate and LExMale: -0.7489450480511662
Weighted Average Spearman Correlation between PopGrowthRate and LExMale: -0.8049813075283885


Weighted Average Pearson Correlation between PopGrowthRate and LExFemale: -0.7550924867221743
Weighted Average Spearman Correlation between PopGrowthRate and LExFemale: -0.8108546221421069


Weighted Average Pearson Correlation between PopGrowthRate and LE15: -0.7610259313588917
Weighted Average Spearman Correlation between PopGrowthRate and LE15: -0.7992024714695715


Weighted Average Pearson Correlation between PopGrowthRate and LE15Male: -0.7509628061789484
Weighted Average Spearman Correlation between PopGrowthRate and LE15Male: -0.7939215462980063


Weighted Average Pearson Correlation between PopGrowthRate and LE15Female: -0.7691244698620701
Weighted Average Spearman Correlation between PopGrowthRate and LE15Female: -0.8034466300103449


Weighted Average Pearson Correlation between PopGrowthRate and LE65: -0.782780190171468
Weighted Average Spearman Correlation between PopGrowthRate and LE65: -0.8006057183987586


Weighted Average Pearson Correlation between PopGrowthRate and LE65Male: -0.7682951962177618
Weighted Average Spearman Correlation between PopGrowthRate and LE65Male: -0.7916053511301642


Weighted Average Pearson Correlation between PopGrowthRate and LE65Female: -0.7899840817859597
Weighted Average Spearman Correlation between PopGrowthRate and LE65Female: -0.8056858512650822


Weighted Average Pearson Correlation between PopGrowthRate and LE80: -0.7833217169439418
Weighted Average Spearman Correlation between PopGrowthRate and LE80: -0.7998353643715226


Weighted Average Pearson Correlation between PopGrowthRate and LE80Male: -0.765757664218807
Weighted Average Spearman Correlation between PopGrowthRate and LE80Male: -0.7874784291108815


Weighted Average Pearson Correlation between PopGrowthRate and LE80Female: -0.7871724707946587
Weighted Average Spearman Correlation between PopGrowthRate and LE80Female: -0.8026101114718328

C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))

Weighted Average Pearson Correlation between PopGrowthRate and InfantDeaths: nan
Weighted Average Spearman Correlation between PopGrowthRate and InfantDeaths: nan


Weighted Average Pearson Correlation between PopGrowthRate and IMR: 0.6811071445746081
Weighted Average Spearman Correlation between PopGrowthRate and IMR: 0.8169193623171958


Weighted Average Pearson Correlation between PopGrowthRate and LBsurvivingAge1: 0.1527529772184683
Weighted Average Spearman Correlation between PopGrowthRate and LBsurvivingAge1: 0.18821240958744753


Weighted Average Pearson Correlation between PopGrowthRate and Q5: 0.6629958744552609
Weighted Average Spearman Correlation between PopGrowthRate and Q5: 0.8167515920138061


Weighted Average Pearson Correlation between PopGrowthRate and Q0040: 0.6936472388308359
Weighted Average Spearman Correlation between PopGrowthRate and Q0040: 0.8115347998111839


Weighted Average Pearson Correlation between PopGrowthRate and Q0040Male: 0.6987414713218278
Weighted Average Spearman Correlation between PopGrowthRate and Q0040Male: 0.8098530977601779


Weighted Average Pearson Correlation between PopGrowthRate and Q0040Female: 0.684040010764051
Weighted Average Spearman Correlation between PopGrowthRate and Q0040Female: 0.81256280497417


Weighted Average Pearson Correlation between PopGrowthRate and Q0060: 0.7288669183868882
Weighted Average Spearman Correlation between PopGrowthRate and Q0060: 0.8031626783257163


Weighted Average Pearson Correlation between PopGrowthRate and Q0060Male: 0.7304266623610454
Weighted Average Spearman Correlation between PopGrowthRate and Q0060Male: 0.7998851931516981


Weighted Average Pearson Correlation between PopGrowthRate and Q0060Female: 0.7246759450528513
Weighted Average Spearman Correlation between PopGrowthRate and Q0060Female: 0.8081330447374891


Weighted Average Pearson Correlation between PopGrowthRate and Q1550: 0.7049036279670007
Weighted Average Spearman Correlation between PopGrowthRate and Q1550: 0.7990239760467953


Weighted Average Pearson Correlation between PopGrowthRate and Q1550Male: 0.7025748224283691
Weighted Average Spearman Correlation between PopGrowthRate and Q1550Male: 0.7946124464243329


Weighted Average Pearson Correlation between PopGrowthRate and Q1550Female: 0.7034134115240364
Weighted Average Spearman Correlation between PopGrowthRate and Q1550Female: 0.80389212314869


Weighted Average Pearson Correlation between PopGrowthRate and Q1560: 0.7260449072894826
Weighted Average Spearman Correlation between PopGrowthRate and Q1560: 0.7959459196544914


Weighted Average Pearson Correlation between PopGrowthRate and Q1560Male: 0.7234116779974336
Weighted Average Spearman Correlation between PopGrowthRate and Q1560Male: 0.791423590780147


Weighted Average Pearson Correlation between PopGrowthRate and Q1560Female: 0.7274152600513101
Weighted Average Spearman Correlation between PopGrowthRate and Q1560Female: 0.8019645585784432


Weighted Average Pearson Correlation between PopGrowthRate and CNMR: 0.16503134609212677
Weighted Average Spearman Correlation between PopGrowthRate and CNMR: 0.052107213685551615


def calculate_pearson_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        pearson_corr, _ = pearsonr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, pearson_corr, len(clean_data1)))
    
    return correlations


def calculate_spearman_correlation(cleanTable1, attribute1, attribute2):
    correlations = []
    
    
    unique_locations = cleanTable1['LocID'].unique()
    
    for locationID in unique_locations:
        
        location_data = cleanTable1[cleanTable1['LocID'] == locationID]
        
        
        clean_data1 = location_data[[attribute1, attribute2]].dropna()
        
        if clean_data1.empty:
            continue
        
        
        spearman_corr, _ = spearmanr(clean_data1[attribute1], clean_data1[attribute2])
        
        
        correlations.append((locationID, spearman_corr, len(clean_data1)))
    
    return correlations


def weighted_average_correlation(correlations):
    total_weight = sum(weight for _, _, weight in correlations)
    weighted_sum = sum(corr * weight for _, corr, weight in correlations)
    
    if total_weight == 0:
        return None
    
    return weighted_sum / total_weight


attribute1 = 'PopGrowthRate'
attributes = ['TPopulation1July', 'TPopulationMale1July', 'TPopulationFemale1July', 'PopDensity', 'PopSexRatio', 'MedianAgePop',
              'NatChange', 'NatChangeRT', 'PopChange', 'Births', 'Births1519', 'CBR', 'TFR', 'NRR', 'MAC', 'Deaths',
              'DeathsMale', 'DeathsFemale', 'CDR', 'LEx', 'LExMale', 'LExFemale', 'LE15', 'LE15Male', 'LE15Female',
              'LE65', 'LE65Male', 'LE65Female', 'LE80', 'LE80Male', 'LE80Female', 'InfantDeaths', 'IMR', 'LBsurvivingAge1',
              'Q5', 'Q0040', 'Q0040Male', 'Q0040Female', 'Q0060', 'Q0060Male', 'Q0060Female', 'Q1550', 'Q1550Male',
              'Q1550Female', 'Q1560', 'Q1560Male', 'Q1560Female', 'CNMR']

correlations = {}


for attribute2 in attributes:
    pearson_correlations = calculate_pearson_correlation(cleanTable1, attribute1, attribute2)
    spearman_correlations = calculate_spearman_correlation(cleanTable1, attribute1, attribute2)
    
    pearson_weighted_avg_corr = weighted_average_correlation(pearson_correlations)
    spearman_weighted_avg_corr = weighted_average_correlation(spearman_correlations)
    
    correlations[attribute2] = {
        'pearson_corr': pearson_weighted_avg_corr,
        'spearman_corr': spearman_weighted_avg_corr
    }


attributes_list = list(correlations.keys())
pearson_corrs = [correlations[attr]['pearson_corr'] for attr in attributes_list]
spearman_corrs = [correlations[attr]['spearman_corr'] for attr in attributes_list]


plt.figure(figsize=(14, 7))
x = range(len(attributes_list))

plt.bar(x, pearson_corrs, width=0.4, label="Pearson's", align='center', color='b', alpha=0.7)
plt.bar([i + 0.4 for i in x], spearman_corrs, width=0.4, label="Spearman's", align='center', color='r', alpha=0.7)

plt.xlabel('Attributes')
plt.ylabel('Correlation Coefficient')
plt.title('Pearson and Spearman Correlation Coefficients')
plt.xticks([i + 0.2 for i in x], attributes_list, rotation='vertical')
plt.ylim([-1, 1])
plt.legend()
plt.grid(True, axis='y')
plt.tight_layout()


plt.savefig('correlation_plot_comparison.png')
plt.show()

C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(msg))
C:\Users\leonp\anaconda3\lib\site-packages\scipy\stats\_stats_py.py:4921: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
  warnings.warn(stats.ConstantInputWarning(warn_msg))


data_model = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')


X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=2)),
    ('linear', LinearRegression())
])


def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0991
Mean Absolute Error (Cross-Validation): 0.2368
Root Mean Squared Error (Cross-Validation): 0.3148
R-squared (Cross-Validation): 0.9437
Adjusted R-squared (Cross-Validation): 0.9437


def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)


data_model2 = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')


X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=5))  
])


def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.2119
Mean Absolute Error (Cross-Validation): 0.3461
Root Mean Squared Error (Cross-Validation): 0.4603
R-squared (Cross-Validation): 0.8797
Adjusted R-squared (Cross-Validation): 0.8797


def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)


data_model3 = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\994727092.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model3 = pd.read_csv('demographiccleaned.csv')


X = data_model3[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model3['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model3 = Pipeline([
    ('scaler', StandardScaler()),           
    ('gbr', GradientBoostingRegressor())    
])


def evaluate_model(model3, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred = model3.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model3.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model3, X, y, cv)
print("Model: Gradient Boost Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Gradient Boost Regression
Mean Squared Error (Cross-Validation): 0.0775
Mean Absolute Error (Cross-Validation): 0.2054
Root Mean Squared Error (Cross-Validation): 0.2784
R-squared (Cross-Validation): 0.9559
Adjusted R-squared (Cross-Validation): 0.9559


def plot_actual_vs_predicted(model3, X, y, cv):
    y_true = []
    y_pred = []
    
    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]
        
        model3.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model3.predict(X_test))
    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()

mse, mae, rmse, r2, adj_r2 = evaluate_model(model3, X, y, cv)


plot_actual_vs_predicted(model3, X, y, cv)


def plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number):
    y_true = []
    y_pred = []
    
    fold_predictions = []
    fold_true_values = []
    
    for i, (train_index, test_index) in enumerate(cv.split(X)):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred_fold = model3.predict(X_test)

        
        fold_predictions.append(y_pred_fold)
        fold_true_values.append(y_test)

        if i == fold_number:
            y_true = y_test
            y_pred = y_pred_fold

    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6, label=f'Fold {fold_number + 1}')
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2, label='Perfect Fit')
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title(f'Actual vs. Predicted Values for Fold {fold_number + 1}')
    plt.legend()
    plt.grid(True)
    plt.show()


plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number=4)


def plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number):
    y_true = []
    y_pred = []
    
    
    fold_predictions = []
    fold_true_values = []
    
    for i, (train_index, test_index) in enumerate(cv.split(X)):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model3.fit(X_train, y_train)
        y_pred_fold = model3.predict(X_test)

        
        fold_predictions.append(y_pred_fold)
        fold_true_values.append(y_test)

        
        if i == fold_number:
            y_true = y_test
            y_pred = y_pred_fold

    
    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6, label=f'Fold {fold_number + 1}')
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2, label='Perfect Fit')
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title(f'Actual vs. Predicted Values for Fold {fold_number + 1}')
    plt.legend()
    plt.grid(True)
    plt.show()


plot_actual_vs_predicted_for_fold(model3, X, y, cv, fold_number=5)


models = ['Polynomial Regression', 'Decision Tree Regression', 'Gradient Boosting Regression']
mse = [0.1085, 0.3146, 0.0829]
mae = [0.2499, 0.4508, 0.2141]
r2 = [0.9464, 0.8796, 0.9559]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()


initial_data1 = data_model3[data_model3['Time'] < 2101].copy()  # Used data from 1950 to 2100


predictors = ['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']
target = ['PopGrowthRate']


X = initial_data1[predictors]
y = initial_data1[target]


future_years = np.arange(2101, 2111)  

future_data = []

for location_id in data_model3['LocID'].unique():
    
    location_data = initial_data1[initial_data1['LocID'] == location_id]

    future_df = pd.DataFrame(columns=['LocID', 'Time'] + predictors + [target])

    current_data = location_data.sort_values(by='Time').iloc[-1].copy()

    for year in future_years:
        
        current_data['Time'] = year
        current_data['LocID'] = location_id

        
        future_X = pd.DataFrame([current_data[predictors]], columns=predictors)

        X = location_data[predictors]
        y = location_data[target]
        model3.fit(X, y)

        prediction = model3.predict(future_X)[0]

        current_data[target] = prediction

        future_data.append({
            'LocID': location_id,
            'Time': year,
            'Predicted_PopGrowthRate': prediction
        })

    
        location_data = pd.concat([location_data, pd.DataFrame([current_data])], ignore_index=True)

future_df = pd.DataFrame(future_data)

print(future_df[['LocID', 'Time', 'Predicted_PopGrowthRate']])

C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
C:\Users\leonp\anaconda3\lib\site-packages\sklearn\ensemble\_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)

      LocID  Time  Predicted_PopGrowthRate
0         4  2101                 0.235123
1         4  2102                 0.238850
2         4  2103                 0.240812
3         4  2104                 0.242483
4         4  2105                 0.241653
5         4  2106                 0.243698
6         4  2107                 0.246232
7         4  2108                 0.247896
8         4  2109                 0.246945
9         4  2110                 0.245412
10        8  2101                -2.394666
11        8  2102                -2.392386
12        8  2103                -2.391637
13        8  2104                -2.391255
14        8  2105                -2.391280
15        8  2106                -2.389979
16        8  2107                -2.389984
17        8  2108                -2.390289
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1914    703  2105                -0.485181
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1920    704  2101                -0.476145
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1924    704  2105                -0.474432
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1929    704  2110                -0.474060
1930    705  2101                -0.223618
1931    705  2102                -0.225952
1932    705  2103                -0.225162
1933    705  2104                -0.225897
1934    705  2105                -0.226178
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1938    705  2109                -0.226186
1939    705  2110                -0.226230
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1941    706  2102                 0.504627
1942    706  2103                 0.505677
1943    706  2104                 0.507273
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1945    706  2106                 0.508932
1946    706  2107                 0.508720
1947    706  2108                 0.509517
1948    706  2109                 0.509611
1949    706  2110                 0.509622
1950    710  2101                -0.178928
1951    710  2102                -0.178108
1952    710  2103                -0.176615
1953    710  2104                -0.174955
1954    710  2105                -0.174648
1955    710  2106                -0.174061
1956    710  2107                -0.174037
1957    710  2108                -0.173482
1958    710  2109                -0.172882
1959    710  2110                -0.173386
1960    716  2101                 0.103018
1961    716  2102                 0.104766
1962    716  2103                 0.107112
1963    716  2104                 0.108057
1964    716  2105                 0.108528
1965    716  2106                 0.108574
1966    716  2107                 0.109293
1967    716  2108                 0.108719
1968    716  2109                 0.109860
1969    716  2110                 0.110388
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1971    724  2102                -0.630212
1972    724  2103                -0.629336
1973    724  2104                -0.628884
1974    724  2105                -0.628628
1975    724  2106                -0.629013
1976    724  2107                -0.628510
1977    724  2108                -0.628682
1978    724  2109                -0.628359
1979    724  2110                -0.627902
1980    728  2101                 0.094289
1981    728  2102                 0.095150
1982    728  2103                 0.095920
1983    728  2104                 0.096225
1984    728  2105                 0.096182
1985    728  2106                 0.096607
1986    728  2107                 0.096410
1987    728  2108                 0.096866
1988    728  2109                 0.096884
1989    728  2110                 0.096635
1990    729  2101                 0.529884
1991    729  2102                 0.532542
1992    729  2103                 0.533507
1993    729  2104                 0.534310
1994    729  2105                 0.534996
1995    729  2106                 0.535067
1996    729  2107                 0.535679
1997    729  2108                 0.535643
1998    729  2109                 0.535935
1999    729  2110                 0.535925
2000    732  2101                 0.343553
2001    732  2102                 0.344678
2002    732  2103                 0.346355
2003    732  2104                 0.347201
2004    732  2105                 0.347689
2005    732  2106                 0.347928
2006    732  2107                 0.348583
2007    732  2108                 0.348462
2008    732  2109                 0.347869
2009    732  2110                 0.348329
2010    740  2101                -0.329362
2011    740  2102                -0.327982
2012    740  2103                -0.327246
2013    740  2104                -0.326253
2014    740  2105                -0.326019
2015    740  2106                -0.325575
2016    740  2107                -0.325566
2017    740  2108                -0.325175
2018    740  2109                -0.325360
2019    740  2110                -0.325402
2020    748  2101                 0.002598
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2100    776  2101                -0.569778
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2110    780  2101                -0.737093
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2112    780  2103                -0.737059
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2138    788  2109                -0.326137
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2161    796  2102                 0.153698
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2199    804  2110                -0.701294
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2201    807  2102                -0.984831
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2205    807  2106                -0.986346
2206    807  2107                -0.986026
2207    807  2108                -0.986210
2208    807  2109                -0.985941
2209    807  2110                -0.986205
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2211    818  2102                 0.109954
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2214    818  2105                 0.111721
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2219    818  2110                 0.112326
2220    826  2101                -0.071025
2221    826  2102                -0.071520
2222    826  2103                -0.071378
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2224    826  2105                -0.070984
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2229    826  2110                -0.070968
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2760   1830  2101                -0.546002
2761   1830  2102                -0.545808
2762   1830  2103                -0.545191
2763   1830  2104                -0.544990
2764   1830  2105                -0.545008
2765   1830  2106                -0.545014
2766   1830  2107                -0.544877
2767   1830  2108                -0.544732
2768   1830  2109                -0.544852
2769   1830  2110                -0.544673
2770   1831  2101                -0.324019
2771   1831  2102                -0.322981
2772   1831  2103                -0.322416
2773   1831  2104                -0.322116
2774   1831  2105                -0.321953
2775   1831  2106                -0.321641
2776   1831  2107                -0.321590
2777   1831  2108                -0.321432
2778   1831  2109                -0.321534
2779   1831  2110                -0.321477
2780   1832  2101                -0.762537
2781   1832  2102                -0.762317
2782   1832  2103                -0.762355
2783   1832  2104                -0.762017
2784   1832  2105                -0.762028
2785   1832  2106                -0.761561
2786   1832  2107                -0.761491
2787   1832  2108                -0.761291
2788   1832  2109                -0.761000
2789   1832  2110                -0.760447
2790   1833  2101                 0.068114
2791   1833  2102                 0.070239
2792   1833  2103                 0.071534
2793   1833  2104                 0.072059
2794   1833  2105                 0.071966
2795   1833  2106                 0.072801
2796   1833  2107                 0.072691
2797   1833  2108                 0.072830
2798   1833  2109                 0.072847
2799   1833  2110                 0.073086
2800   1834  2101                 0.412622
2801   1834  2102                 0.413796
2802   1834  2103                 0.414593
2803   1834  2104                 0.414786
2804   1834  2105                 0.415045
2805   1834  2106                 0.415262
2806   1834  2107                 0.415291
2807   1834  2108                 0.415587
2808   1834  2109                 0.415595
2809   1834  2110                 0.415656
2810   1835  2101                 0.078685
2811   1835  2102                 0.081171
2812   1835  2103                 0.080979
2813   1835  2104                 0.082215
2814   1835  2105                 0.082783
2815   1835  2106                 0.082847
2816   1835  2107                 0.083074
2817   1835  2108                 0.082965
2818   1835  2109                 0.083072
2819   1835  2110                 0.083254
2820   1836  2101                 0.207040
2821   1836  2102                 0.205917
2822   1836  2103                 0.206023
2823   1836  2104                 0.205239
2824   1836  2105                 0.206578
2825   1836  2106                 0.205881
2826   1836  2107                 0.206072
2827   1836  2108                 0.205790
2828   1836  2109                 0.205569
2829   1836  2110                 0.205675
2830   5500  2101                 0.046204
2831   5500  2102                 0.047825
2832   5500  2103                 0.048597
2833   5500  2104                 0.049411
2834   5500  2105                 0.049633
2835   5500  2106                 0.050378
2836   5500  2107                 0.050412
2837   5500  2108                 0.050647
2838   5500  2109                 0.050409
2839   5500  2110                 0.050963
2840   5501  2101                -0.343198
2841   5501  2102                -0.341953
2842   5501  2103                -0.341094
2843   5501  2104                -0.340963
2844   5501  2105                -0.340580
2845   5501  2106                -0.340113
2846   5501  2107                -0.340279
2847   5501  2108                -0.340017
2848   5501  2109                -0.339952
2849   5501  2110                -0.339741


future_df = future_df.rename(columns={'Predicted_PopGrowthRate': 'PopGrowthRate'})

combined_df = pd.concat([data_model3, future_df], ignore_index=True)

combined_df = combined_df.sort_values(by=['LocID', 'Time']).reset_index(drop=True)

combined_df.to_csv('combined_data_with_future_predictions.csv', index=False)

print("Combined DataFrame saved to 'combined_data_with_future_predictions.csv'")

Combined DataFrame saved to 'combined_data_with_future_predictions.csv'


predicted_data = pd.read_csv('combined_data_with_future_predictions.csv')
pd.set_option('display.max_columns', None)
predicted_data.head(200)

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\2274282379.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  predicted_data = pd.read_csv('combined_data_with_future_predictions.csv')


predicted_data.shape

(42028, 68)


predicted_data.to_csv('predicted_population_growth.csv', index=False)


data_model = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')


X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=3)),
    ('linear', LinearRegression())
])


def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0842
Mean Absolute Error (Cross-Validation): 0.2121
Root Mean Squared Error (Cross-Validation): 0.2902
R-squared (Cross-Validation): 0.9522
Adjusted R-squared (Cross-Validation): 0.9521


def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)


data_model = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\20130097.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model = pd.read_csv('demographiccleaned.csv')


X = data_model[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model = Pipeline([
    ('scaler', StandardScaler()),       
    ('poly', PolynomialFeatures(degree=4)),
    ('linear', LinearRegression())
])


def evaluate_model(model, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_pred = model.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2


mse, mae, rmse, r2, adj_r2 = evaluate_model(model, X, y, cv)
print("Model: Polynomial Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Polynomial Regression
Mean Squared Error (Cross-Validation): 0.0770
Mean Absolute Error (Cross-Validation): 0.1913
Root Mean Squared Error (Cross-Validation): 0.2770
R-squared (Cross-Validation): 0.9563
Adjusted R-squared (Cross-Validation): 0.9563


def plot_actual_vs_predicted(model, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()


plot_actual_vs_predicted(model, X, y, cv)


models = ['Polynomial Regression degree 2', 'Polynomial Regression degree 3', 'Polynomial Regression degree 4']
mse = [0.1086, 0.0842, 0.0770]
mae = [0.1499, 0.2121, 0.1913]
r2 = [0.9384, 0.9521, 0.9563]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Polynomial Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()


data_model2 = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')


X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=7))  
])


def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")

Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.1242
Mean Absolute Error (Cross-Validation): 0.2645
Root Mean Squared Error (Cross-Validation): 0.3524
R-squared (Cross-Validation): 0.9294
Adjusted R-squared (Cross-Validation): 0.9294


def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)


data_model2 = pd.read_csv('demographiccleaned.csv')

C:\Users\leonp\AppData\Local\Temp\ipykernel_16356\3739775536.py:1: DtypeWarning: Columns (3,4,5) have mixed types. Specify dtype option on import or set low_memory=False.
  data_model2 = pd.read_csv('demographiccleaned.csv')


X = data_model2[['LocID', 'LEx', 'TPopulation1July', 'Q1560', 'TFR', 'PopDensity', 'CNMR','NRR']]
y = data_model2['PopGrowthRate']


cv = KFold(n_splits=10, shuffle=True, random_state=0)


model1 = Pipeline([
    ('scaler', StandardScaler()),        
    ('tree', DecisionTreeRegressor(max_depth=10))  
])


def evaluate_model(model1, X, y, cv):
    mse_scores = []
    mae_scores = []
    rmse_scores = []
    r2_scores = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_pred = model1.predict(X_test)

        mse = mean_squared_error(y_test, y_pred)
        mae = mean_absolute_error(y_test, y_pred)
        rmse = np.sqrt(mse)
        r2 = model1.score(X_test, y_test)

        mse_scores.append(mse)
        mae_scores.append(mae)
        rmse_scores.append(rmse)
        r2_scores.append(r2)

    mean_mse = np.mean(mse_scores)
    mean_mae = np.mean(mae_scores)
    mean_rmse = np.mean(rmse_scores)
    mean_r2 = np.mean(r2_scores)

    n = len(y)
    p = X.shape[1]
    adj_r2 = 1 - (1 - mean_r2) * (n - 1) / (n - p - 1)

    return mean_mse, mean_mae, mean_rmse, mean_r2, adj_r2

mse, mae, rmse, r2, adj_r2 = evaluate_model(model1, X, y, cv)
print("Model: Decision Tree Regression")
print(f"Mean Squared Error (Cross-Validation): {mse:.4f}")
print(f"Mean Absolute Error (Cross-Validation): {mae:.4f}")
print(f"Root Mean Squared Error (Cross-Validation): {rmse:.4f}")
print(f"R-squared (Cross-Validation): {r2:.4f}")
print(f"Adjusted R-squared (Cross-Validation): {adj_r2:.4f}")
print()

Model: Decision Tree Regression
Mean Squared Error (Cross-Validation): 0.0752
Mean Absolute Error (Cross-Validation): 0.1958
Root Mean Squared Error (Cross-Validation): 0.2742
R-squared (Cross-Validation): 0.9573
Adjusted R-squared (Cross-Validation): 0.9573


def plot_actual_vs_predicted(model1, X, y, cv):
    y_true = []
    y_pred = []

    for train_index, test_index in cv.split(X):
        X_train, X_test = X.iloc[train_index], X.iloc[test_index]
        y_train, y_test = y.iloc[train_index], y.iloc[test_index]

        model1.fit(X_train, y_train)
        y_true.extend(y_test)
        y_pred.extend(model1.predict(X_test))

    plt.figure(figsize=(8, 6))
    plt.scatter(y_true, y_pred, alpha=0.6)
    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], 'r--', lw=2)
    plt.xlabel('Actual Values')
    plt.ylabel('Predicted Values')
    plt.title('Actual vs. Predicted Values')
    plt.show()



# Plot Actual vs. Predicted values
plot_actual_vs_predicted(model1, X, y, cv)


models = ['Decision Tree Regression max depth 5', 'Decision Tree Regression max depth 7', 'Decision Tree Regression max depth 10']
mse = [0.3146, 0.1242, 0.0752]
mae = [0.4508, 0.2645, 0.1958]
r2 = [0.8796, 0.9294, 0.9573]

fig, ax = plt.subplots(figsize=(10, 6))

bar_width = 0.25
index = np.arange(len(models))

bars_mse = ax.bar(index - bar_width, mse, bar_width, label='MSE')
bars_mae = ax.bar(index, mae, bar_width, label='MAE')
bars_r2 = ax.bar(index + bar_width, r2, bar_width, label='R²')

ax.set_xlabel('Models')
ax.set_ylabel('Scores')
ax.set_title('Decision Tree Model Performance Comparison')
ax.set_xticks(index)
ax.set_xticklabels(models)
ax.legend()

plt.tight_layout()
plt.show()

	SortOrder	LocID	SDMX_code	LocTypeID	ParentID	VarID	Time	TPopulation1Jan	TPopulation1July	TPopulationMale1July	...	Q0060Male	Q0060Female	Q1550	Q1550Male	Q1550Female	Q1560	Q1560Male	Q1560Female	NetMigrations	CNMR
count	39178.000000	39178.000000	38578.000000	39178.000000	39178.000000	39178.0	39178.000000	3.917800e+04	3.917800e+04	3.917800e+04	...	39178.000000	39178.000000	39178.000000	39178.000000	39178.000000	39178.000000	39178.000000	39178.000000	39178.00000	39178.000000
mean	145.431084	607.874011	407.784022	4.352570	1233.737174	2.0	2025.495712	2.378975e+05	2.387601e+05	1.195247e+05	...	230.837740	166.998693	88.428233	104.626551	71.727028	160.904170	191.571806	129.283070	-30.42988	-0.332051
std	82.637703	583.100571	269.975660	1.971314	1014.909431	0.0	42.961021	8.729664e+05	8.752657e+05	4.389921e+05	...	170.004569	156.701362	81.965625	89.337382	76.055099	118.591979	128.855813	110.283398	438.39173	7.304151
min	3.000000	4.000000	2.000000	2.000000	902.000000	2.0	1950.000000	5.080000e-01	5.100000e-01	2.460000e-01	...	7.665600	3.686800	2.164700	2.904400	1.328700	5.556600	7.446900	3.576300	-8636.20200	-83.684000
25%	74.000000	266.000000	156.000000	4.000000	914.000000	2.0	1989.000000	9.260297e+02	9.291273e+02	4.621785e+02	...	91.653350	51.050025	28.519375	36.793700	19.488350	65.921325	84.937175	45.568225	-17.19225	-1.562750
50%	145.000000	528.000000	412.000000	4.000000	922.000000	2.0	2025.000000	8.768489e+03	8.801207e+03	4.350736e+03	...	195.355350	111.663300	62.979200	81.294900	43.247000	135.960800	173.245300	95.633650	-1.00000	-0.262000
75%	216.000000	800.000000	642.000000	4.000000	931.000000	2.0	2063.000000	5.490729e+04	5.517629e+04	2.722408e+04	...	322.996825	228.314050	118.418150	143.881350	92.922100	222.371400	266.495325	177.595850	2.40900	1.122000
max	290.000000	5501.000000	914.000000	13.000000	5501.000000	2.0	2100.000000	9.254143e+06	9.254019e+06	4.608232e+06	...	987.465600	918.279600	815.209100	944.593400	692.573700	895.405600	977.741300	816.105200	7674.48400	102.987000

	Unnamed: 0	SortOrder	LocID	Notes	ISO3_code	ISO2_code	SDMX_code	LocTypeID	LocTypeName	ParentID	...	Q0060Male	Q0060Female	Q1550	Q1550Male	Q1550Female	Q1560	Q1560Male	Q1560Female	NetMigrations	CNMR
0	0	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	...	821.7257	791.6154	471.1456	483.2220	455.6758	639.3338	660.2852	611.0236	6.161	0.824
1	1	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	...	818.9690	788.6250	468.0905	480.2197	452.7227	636.0979	657.2306	607.8925	4.903	0.648
2	2	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	...	813.4744	782.5637	462.1612	474.4185	446.8132	629.8848	651.3446	601.5991	0.145	0.019
3	3	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	...	808.0105	776.4088	456.3798	468.8737	440.9133	623.8254	645.7408	595.2785	-8.867	-1.141
4	4	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	...	805.0122	773.6825	454.5300	466.7038	439.6024	621.7429	643.5345	593.6795	-6.837	-0.869

	Unnamed: 0	SortOrder	LocID	Notes	ISO3_code	ISO2_code	SDMX_code	LocTypeID	LocTypeName	ParentID	Location	VarID	Variant	Time	TPopulation1Jan	TPopulation1July	TPopulationMale1July	TPopulationFemale1July	PopDensity	PopSexRatio	MedianAgePop	NatChange	NatChangeRT	PopChange	PopGrowthRate	DoublingTime	Births	Births1519	CBR	TFR	NRR	MAC	SRB	Deaths	DeathsMale	DeathsFemale	CDR	LEx	LExMale	LExFemale	LE15	LE15Male	LE15Female	LE65	LE65Male	LE65Female	LE80	LE80Male	LE80Female	InfantDeaths	IMR	LBsurvivingAge1	Under5Deaths	Q5	Q0040	Q0040Male	Q0040Female	Q0060	Q0060Male	Q0060Female	Q1550	Q1550Male	Q1550Female	Q1560	Q1560Male	Q1560Female	NetMigrations	CNMR
0	0.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1950	7436.561	7480.461	3962.260	3518.202	11.5209	112.6217	18.4029	81.635	10.921	87.800	1.174000	59.0415	365.303	49.818	48.866	7.2484	1.5510	29.590	104.9	283.668	152.514	131.154	37.945	27.7275	27.1286	28.3905	35.5785	35.1167	36.2373	8.4901	8.2560	8.8115	3.7259	3.6406	3.8428	106.003	285.7875	295.356	156.546	419.4021	639.7829	643.0146	637.3477	808.5608	821.7257	791.6154	471.1456	483.2220	455.6758	639.3338	660.2852	611.0236	6.161	0.824
1	1.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1951	7524.361	7571.536	4001.601	3569.936	11.6611	112.0917	18.3934	89.463	11.818	94.351	1.246000	55.6298	372.040	50.953	49.147	7.2596	1.5659	29.590	104.9	282.577	152.188	130.390	37.329	27.9634	27.3639	28.6345	35.7192	35.2498	36.3803	8.5289	8.2916	8.8514	3.7448	3.6579	3.8617	105.086	283.5592	301.358	154.810	416.3049	636.3045	639.4901	633.7767	805.6560	818.9690	788.6250	468.0905	480.2197	452.7227	636.0979	657.2306	607.8925	4.903	0.648
2	2.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1952	7618.712	7667.532	4043.308	3624.224	11.8090	111.5634	18.3718	97.487	12.713	97.641	1.273000	54.4499	378.290	52.179	49.331	7.2601	1.5908	29.602	104.9	280.803	151.241	129.562	36.618	28.4456	27.8377	29.1260	35.9920	35.5062	36.6677	8.6018	8.3567	8.9318	3.7796	3.6886	3.9001	105.028	278.7896	307.630	153.384	409.8625	629.1853	632.4033	626.5920	799.8365	813.4744	782.5637	462.1612	474.4185	446.8132	629.8848	651.3446	601.5991	0.145	0.019
3	3.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1953	7716.353	7764.546	4085.500	3679.045	11.9584	111.0479	18.3426	105.249	13.546	96.385	1.241000	55.8539	384.933	53.106	49.541	7.2662	1.6172	29.606	104.9	279.684	150.571	129.113	35.995	28.9304	28.3146	29.6212	36.2582	35.7500	36.9563	8.6706	8.4144	9.0131	3.8118	3.7145	3.9389	104.949	273.9186	314.288	152.620	403.3584	622.0342	625.2830	619.3676	793.9986	808.0105	776.4088	456.3798	468.8737	440.9133	623.8254	645.7408	595.2785	-8.867	-1.141
4	4.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1954	7812.738	7864.285	4129.202	3735.084	12.1120	110.5518	18.3069	109.936	13.971	103.094	1.311000	52.8716	390.412	53.903	49.616	7.2542	1.6284	29.604	104.9	280.476	150.791	129.685	35.645	29.2258	28.6239	29.9004	36.3418	35.8393	37.0267	8.7041	8.4412	9.0529	3.8334	3.7303	3.9661	104.767	269.4016	319.943	152.387	397.8100	618.0522	620.9737	615.7135	791.0501	805.0122	773.6825	454.5300	466.7038	439.6024	621.7429	643.5345	593.6795	-6.837	-0.869
5	5.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1955	7915.832	7971.931	4177.092	3794.838	12.2778	110.0730	18.2673	119.461	14.976	112.197	1.407000	49.2642	397.156	54.626	49.789	7.2621	1.6676	29.616	104.9	277.695	149.319	128.377	34.813	29.9206	29.2771	30.6459	36.7960	36.2405	37.5420	8.8087	8.5315	9.1742	3.8760	3.7670	4.0143	104.369	264.1273	326.873	151.685	390.2617	607.4509	610.9365	604.4415	781.9601	796.8130	763.5944	444.8044	457.7945	428.9978	611.5956	634.4345	582.4563	-7.263	-0.911
6	6.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1956	8028.029	8087.727	4229.236	3858.490	12.4561	109.6086	18.2280	126.806	15.670	119.396	1.476000	46.9612	404.134	55.559	49.939	7.2688	1.6943	29.625	104.9	277.328	149.012	128.315	34.269	30.4078	29.7478	31.1534	37.0549	36.4760	37.8247	8.8755	8.5882	9.2515	3.9073	3.7928	4.0504	104.260	259.3029	333.923	151.719	383.8320	600.3062	603.9503	597.0806	776.0078	791.2891	757.2276	439.2837	452.5032	423.2821	605.7090	628.9855	576.2657	-7.419	-0.917
7	7.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1957	8147.425	8210.202	4284.967	3925.234	12.6448	109.1646	18.1870	134.417	16.361	125.553	1.529000	45.3334	410.977	56.749	50.023	7.2636	1.7204	29.617	104.9	276.560	148.408	128.152	33.662	30.9458	30.2817	31.6964	37.3571	36.7680	38.1332	8.9542	8.6608	9.3351	3.9434	3.8256	4.0887	104.055	254.4433	340.915	151.582	377.1110	592.3905	595.9751	589.1910	769.2299	784.7282	750.3045	432.9129	446.0346	417.0816	598.8546	622.2391	569.5190	-8.858	-1.078
8	8.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1958	8272.978	8333.826	4341.482	3992.345	12.8352	108.7451	18.1368	142.585	17.086	121.697	1.460000	47.4758	418.266	57.204	50.119	7.2691	1.7486	29.636	104.9	275.681	147.683	127.998	33.033	31.5066	30.8498	32.2486	37.6736	37.0850	38.4428	9.0384	8.7416	9.4203	3.9826	3.8629	4.1282	103.799	249.4897	348.349	151.341	370.1862	584.1703	587.5079	581.2015	762.0778	777.6052	743.2394	426.2909	439.0681	410.9002	591.6632	614.8978	562.7485	-20.889	-2.503
9	9.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1959	8394.675	8468.212	4403.774	4064.438	13.0421	108.3489	18.0731	150.414	17.756	147.073	1.737000	39.9048	425.334	58.060	50.210	7.2759	1.7762	29.657	104.9	274.920	147.066	127.854	32.454	32.0386	31.3816	32.7809	37.9731	37.3810	38.7412	9.1183	8.8175	9.5015	4.0194	3.8980	4.1652	103.585	244.8785	355.550	151.140	363.7007	576.3858	579.6047	573.5079	755.2337	770.8715	736.3729	420.0644	432.6063	404.9688	584.8587	608.0359	556.2261	-3.333	-0.393
10	10.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1960	8541.748	8622.466	4476.521	4145.945	13.2797	107.9735	17.9998	158.818	18.419	161.436	1.872000	37.0271	434.057	59.574	50.340	7.2817	1.8026	29.651	104.9	275.239	147.069	128.170	31.921	32.5346	31.8703	33.2849	38.2454	37.6459	39.0176	9.1927	8.8874	9.5773	4.0539	3.9313	4.1994	103.790	240.5329	364.106	151.545	357.6163	569.1718	572.3910	566.2551	748.8632	764.6902	729.8766	414.4567	426.8713	399.5201	578.6741	601.8875	550.1894	2.606	0.302
11	11.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1961	8703.184	8790.140	4556.369	4233.771	13.5380	107.6196	17.9244	167.811	19.094	173.912	1.979000	35.0251	443.319	61.518	50.443	7.2842	1.8289	29.651	104.9	275.508	146.981	128.527	31.349	33.0681	32.4086	33.8128	38.5507	37.9509	39.3189	9.2735	8.9651	9.6573	4.0900	3.9663	4.2350	104.080	236.1826	373.167	152.016	351.3830	561.3738	564.4071	558.6213	741.8278	757.6918	722.9095	408.1548	420.2856	393.5597	571.7294	594.8118	543.6004	6.109	0.695
12	12.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1962	8877.096	8969.046	4642.166	4326.881	13.8135	107.2866	17.8525	176.875	19.725	183.901	2.050000	33.8121	453.468	63.646	50.570	7.2918	1.8541	29.663	104.9	276.593	147.393	129.200	30.845	33.5471	32.8833	34.2969	38.8144	38.2066	39.5892	9.3435	9.0281	9.7308	4.1211	3.9945	4.2681	104.617	232.1626	382.932	152.887	345.6982	554.4031	557.3894	551.6649	735.5546	751.5871	716.5350	402.7376	414.7567	388.2730	565.7302	588.8700	537.7029	7.016	0.782
13	13.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1963	9060.997	9157.464	4732.954	4424.510	14.1037	106.9712	17.7876	186.264	20.344	192.935	2.107000	32.8974	464.225	65.672	50.703	7.3016	1.8795	29.677	104.9	277.961	147.965	129.996	30.359	34.0162	33.3461	34.7731	39.0715	38.4527	39.8573	9.4111	9.0874	9.8036	4.1511	4.0207	4.3010	105.263	228.2390	393.236	153.919	340.1741	547.5846	550.5554	544.8313	729.3770	745.6154	710.2068	397.4659	409.4385	383.0500	559.8815	583.1444	531.8563	6.681	0.730
14	14.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1964	9253.932	9355.514	4828.822	4526.692	14.4087	106.6744	17.7305	196.084	20.964	203.164	2.172000	31.9129	475.452	68.366	50.831	7.3043	1.9033	29.662	104.9	279.368	148.508	130.860	29.867	34.4942	33.8282	35.2464	39.3312	38.7093	40.1181	9.4799	9.1502	9.8749	4.1812	4.0481	4.3326	105.942	224.3317	403.990	154.971	334.6012	540.6561	543.4551	538.0637	723.0594	739.3437	703.9259	392.1769	403.9393	378.0085	553.9831	577.1782	526.1789	7.079	0.757
15	15.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1965	9457.096	9565.147	4930.806	4634.341	14.7316	106.3971	17.6785	205.403	21.483	216.102	2.259000	30.6838	486.406	69.662	50.872	7.3053	1.9252	29.674	104.9	281.003	149.185	131.819	29.389	34.9528	34.2889	35.7021	39.5798	38.9521	40.3698	9.5452	9.2100	9.9425	4.2100	4.0747	4.3623	106.620	220.5954	414.516	156.094	329.2870	534.0217	536.6942	531.5488	716.9760	733.3259	697.8370	387.1364	398.7598	373.1487	548.3555	571.5263	520.6983	10.695	1.119
16	16.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1966	9673.198	9783.147	5037.166	4745.981	15.0673	106.1354	17.6202	216.338	22.114	219.898	2.248000	30.8339	498.801	70.880	50.986	7.3203	1.9541	29.680	104.9	282.463	149.900	132.563	28.872	35.4531	34.7679	36.2259	39.8542	39.2080	40.6620	9.6166	9.2726	10.0205	4.2412	4.1021	4.3965	107.299	216.6476	426.398	157.146	323.6119	526.7779	529.6684	524.0665	710.2800	726.9878	690.7681	381.6009	393.3277	367.5254	542.1751	565.5711	514.3390	3.563	0.364
17	17.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1967	9893.096	10010.030	5148.112	4861.918	15.4167	105.8864	17.5381	227.042	22.685	233.868	2.336000	29.6724	511.245	71.215	51.081	7.3387	1.9823	29.680	104.9	284.203	150.719	133.484	28.396	35.9240	35.2252	36.7113	40.1098	39.4486	40.9310	9.6828	9.3306	10.0932	4.2704	4.1273	4.4284	108.087	212.9389	438.306	158.346	318.2875	519.9765	522.9696	517.1607	703.9667	720.9257	684.1980	376.4656	388.2264	362.3902	536.4298	559.9666	508.4960	6.824	0.682
18	18.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1968	10126.964	10247.780	5264.694	4983.086	15.7829	105.6513	17.4181	238.300	23.253	241.631	2.358000	29.3956	524.167	71.146	51.148	7.3628	2.0127	29.693	104.9	285.867	151.466	134.401	27.895	36.4183	35.7116	37.2138	40.3766	39.7020	41.2091	9.7509	9.3897	10.1688	4.3002	4.1526	4.4618	108.805	209.0828	450.739	159.465	312.7411	512.8455	515.8447	510.0331	697.3133	714.4542	677.3627	371.1163	382.8530	357.1146	530.4398	554.0609	502.4636	3.333	0.325
19	19.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1969	10368.595	10494.490	5385.982	5108.507	16.1629	105.4316	17.2586	249.761	23.797	251.789	2.399000	28.8932	537.318	71.358	51.195	7.3887	2.0427	29.702	104.9	287.557	152.169	135.389	27.398	36.9101	36.2063	37.7014	40.6421	39.9595	41.4793	9.8191	9.4501	10.2423	4.3298	4.1785	4.4941	109.509	205.3017	463.409	160.576	307.2856	505.7727	508.6171	503.1339	690.6490	707.8246	670.6928	365.8188	377.4231	352.0191	524.4785	548.0575	496.6132	2.029	0.193
20	20.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1970	10620.384	10752.972	5513.404	5239.568	16.5610	105.2263	17.0983	260.716	24.247	265.175	2.466000	28.1082	549.695	72.712	51.122	7.3996	2.0707	29.705	104.9	288.979	152.875	136.105	26.875	37.4178	36.6924	38.2329	40.9168	40.2124	41.7755	9.8899	9.5098	10.3218	4.3603	4.2041	4.5287	110.020	201.4965	475.485	161.449	301.7334	498.4779	501.5362	495.6173	683.7237	701.2660	663.3640	360.3683	372.1230	346.4488	518.3234	542.1631	490.2030	4.458	0.415
21	21.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1971	10885.559	11015.857	5643.110	5372.747	16.9658	105.0321	16.9484	273.394	24.799	260.596	2.366000	29.2962	564.040	75.655	51.163	7.4320	2.1044	29.715	104.9	290.646	153.706	136.940	26.364	37.9233	37.1779	38.7601	41.1870	40.4623	42.0654	9.9608	9.5694	10.4010	4.3910	4.2298	4.5636	110.656	197.6962	489.329	162.441	296.1983	491.2540	494.4943	488.2011	676.8164	694.6960	656.0927	355.0414	366.9123	341.0428	512.2684	536.3330	483.9410	-12.801	-1.161
22	22.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1972	11146.155	11286.752	5776.972	5509.781	17.3831	104.8494	16.8060	285.252	25.264	281.195	2.492000	27.8149	577.071	78.100	51.109	7.4531	2.1352	29.725	105.0	291.819	154.263	137.556	25.845	38.4439	37.6812	39.2996	41.4741	40.7291	42.3720	10.0352	9.6326	10.4830	4.4229	4.2569	4.5993	111.125	193.9692	502.075	163.164	290.7163	483.8103	487.1877	480.6065	669.5729	687.7621	648.5237	349.4028	361.3788	335.3372	505.8390	530.1184	477.3249	-4.050	-0.359
23	23.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1973	11427.350	11575.304	5920.000	5655.304	17.8275	104.6805	16.6706	298.940	25.817	295.909	2.557000	27.1078	591.855	80.458	51.114	7.4868	2.1705	29.746	105.0	292.915	154.686	138.229	25.297	39.0029	38.2411	39.8566	41.7785	41.0282	42.6783	10.1159	9.7048	10.5678	4.4573	4.2875	4.6363	111.602	190.0543	516.490	163.817	284.8600	475.8716	479.0890	472.8258	661.7737	679.9743	640.7645	343.4755	355.2306	329.7156	499.0155	523.1621	470.7421	-3.030	-0.262
24	24.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1974	11723.259	11869.878	6066.276	5803.603	18.2812	104.5260	16.5420	313.243	26.362	293.239	2.471000	28.0513	607.606	82.793	51.135	7.5258	2.2068	29.775	105.0	294.363	155.282	139.081	24.773	39.5498	38.7924	40.3971	42.0727	41.3223	42.9679	10.1916	9.7759	10.6434	4.4893	4.3179	4.6677	112.198	186.1740	531.815	164.650	279.1326	468.1165	471.1438	465.2580	654.1229	672.2539	633.2505	337.7454	349.2202	324.3659	492.4146	516.3220	464.5073	-20.009	-1.684
25	25.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1975	12016.498	12157.386	6209.118	5948.268	18.7240	104.3853	16.4202	326.193	26.777	281.776	2.318000	29.9028	621.494	84.925	51.018	7.5420	2.2370	29.797	105.0	295.301	155.604	139.697	24.241	40.1003	39.3496	40.9379	42.3608	41.6194	43.2406	10.2625	9.8484	10.7076	4.5179	4.3489	4.6913	112.384	182.1904	545.630	165.034	273.3287	460.3113	463.1472	457.6431	646.4358	664.4008	625.8169	332.1153	343.1936	319.2556	485.9333	509.4178	458.6086	-44.418	-3.646
26	26.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1976	12298.274	12425.268	6342.102	6083.166	19.1365	104.2566	16.3056	339.418	27.217	253.987	2.044000	33.9113	635.188	86.852	50.935	7.5613	2.2686	29.812	105.0	295.770	155.740	140.030	23.718	40.6454	39.8923	41.4834	42.6447	41.9076	43.5146	10.3325	9.9193	10.7724	4.5465	4.3794	4.7153	112.339	178.2630	559.324	165.095	267.6137	452.6105	455.3941	449.9872	638.7963	656.7133	618.2906	326.5980	337.3867	314.1474	479.5554	502.7223	452.6854	-85.430	-6.851
27	27.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1977	12552.261	12687.302	6472.323	6214.978	19.5401	104.1407	16.1950	353.195	27.742	270.081	2.129000	32.5574	648.307	88.683	50.921	7.5913	2.3039	29.833	105.0	295.112	155.173	139.939	23.179	41.2278	40.4925	42.0440	42.9483	42.2244	43.7983	10.4055	9.9940	10.8402	4.5758	4.4104	4.7401	111.959	174.1847	572.647	164.529	261.6188	444.3890	446.8036	442.1411	630.5717	648.1677	610.5000	320.7037	330.9963	308.9017	472.7296	495.3647	446.5685	-83.115	-6.528
28	28.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1978	12822.342	12938.862	6596.024	6342.838	19.9275	103.9917	16.0853	350.230	26.941	233.041	1.801000	38.4868	660.606	91.009	50.816	7.5993	2.2940	29.847	105.0	310.376	165.698	144.679	23.875	40.2712	39.0219	41.6853	41.7566	40.2713	43.4808	10.1969	9.7620	10.6561	4.5150	4.3478	4.6791	113.239	172.6671	584.182	168.333	262.1460	460.4031	474.4623	445.6969	649.6830	677.8204	616.7822	344.9139	373.0313	313.2863	498.1827	536.2871	453.4211	-117.186	-9.014
29	29.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1979	13055.383	12986.369	6612.822	6373.548	20.0007	103.7542	15.9747	343.171	25.940	-138.028	-1.063000	NaN	671.213	91.286	50.737	7.6123	2.2767	29.895	105.0	328.042	177.964	150.078	24.797	39.0861	37.3141	41.1427	40.3962	38.1426	43.0529	9.9325	9.4736	10.4172	4.4357	4.2661	4.6003	114.453	171.7170	593.990	172.619	264.2502	479.9287	506.2736	451.5381	672.2811	710.7120	625.8179	372.4784	418.8408	319.3923	527.2874	580.6338	462.7270	-481.199	-36.374
30	30.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1982	10254.482	10088.288	5114.320	4973.968	15.5373	102.8217	15.6619	254.563	24.516	-332.387	-3.295000	NaN	520.603	69.485	50.138	7.5527	2.2509	29.990	105.1	266.040	147.649	118.391	25.622	37.7661	35.2121	40.8334	38.4982	35.0679	42.6510	9.5753	9.0718	10.1019	4.3365	4.1597	4.5029	85.513	165.2298	462.970	132.588	260.9052	503.7487	549.5230	453.0262	700.3788	753.7405	632.7260	411.5970	485.8905	324.0033	567.2494	642.6930	471.7493	-586.943	-56.527
31	31.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1983	9922.095	9951.449	5035.098	4916.351	15.3265	102.4153	15.5750	251.569	25.032	58.708	0.590000	117.4826	503.887	67.993	50.139	7.5370	2.2726	29.992	105.1	252.318	140.305	112.014	25.107	38.1865	35.5177	41.3795	38.6607	35.0997	42.9497	9.6218	9.1044	10.1595	4.3592	4.1774	4.5289	80.704	161.4226	449.390	125.186	255.4618	497.8840	545.8905	444.9722	695.1480	750.8034	624.9460	408.3244	485.3130	318.1255	563.4274	641.4581	465.2089	-192.869	-19.191
32	32.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1984	9980.803	10243.686	5169.086	5074.600	15.7766	101.8619	15.4902	203.747	20.205	525.767	5.134000	13.5011	506.571	69.676	50.235	7.5127	2.1155	29.973	105.1	302.824	174.733	128.091	30.030	33.3289	29.7929	37.9739	34.0395	28.9584	40.7460	8.6418	8.0823	9.2308	4.0212	3.8381	4.1913	85.595	169.7383	448.961	139.225	280.5470	579.3109	654.4940	489.1110	775.8053	843.4156	677.5385	506.0562	620.8893	355.9543	661.3868	762.1928	515.4586	322.022	31.934
33	33.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1985	10506.570	10512.222	5286.542	5225.679	16.1902	101.1647	15.4035	221.874	20.892	11.303	0.108000	NaN	536.861	74.713	50.553	7.5174	2.1340	29.981	105.2	314.987	181.947	133.040	29.661	33.5504	29.8964	38.3165	34.0541	28.8144	40.9145	8.6501	8.0748	9.2503	4.0299	3.8395	4.2041	88.614	166.4354	476.995	144.121	276.0863	576.5220	654.5288	483.7858	773.8866	843.8181	673.0349	505.6593	624.0406	352.3239	660.7351	764.4433	511.7662	-210.572	-19.828
34	34.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1986	10517.873	10448.442	5241.168	5207.273	16.0920	100.6509	15.3264	288.207	27.023	-138.863	-1.329000	NaN	541.017	75.394	50.728	7.5186	2.3395	30.004	105.3	252.810	141.010	111.800	23.705	39.3962	36.3888	42.9094	39.0899	35.1324	43.7262	9.7418	9.1800	10.3101	4.4191	4.2183	4.5979	80.359	150.2903	486.540	124.187	239.1506	481.1953	535.7648	422.6394	680.2492	742.9569	603.4869	399.6576	484.8943	302.9531	553.1529	639.1844	448.1884	-427.073	-40.044
35	35.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1987	10379.010	10322.758	5170.108	5152.650	15.8984	100.3388	15.2617	290.107	27.560	-112.504	-1.090000	NaN	535.214	74.800	50.845	7.5255	2.3672	30.024	105.3	245.107	136.898	108.209	23.285	39.8436	36.7394	43.4533	39.2635	35.2081	43.9885	9.7859	9.2142	10.3600	4.4384	4.2340	4.6172	77.695	146.5248	482.671	120.156	233.4325	474.9913	531.2698	414.7538	674.5351	739.2808	595.8752	396.1334	483.3559	297.8471	549.0342	637.1274	442.4073	-402.606	-38.247
36	36.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1988	10266.506	10383.460	5195.399	5188.060	15.9919	100.1414	15.2038	323.744	31.035	233.907	2.253000	30.7655	531.795	76.278	50.980	7.5309	2.5004	30.008	105.4	208.051	113.158	94.894	19.945	43.9579	41.5722	46.5685	42.6462	39.7131	45.8602	10.5113	9.9533	11.0608	4.6854	4.4755	4.8653	71.457	135.9912	483.341	107.067	210.1576	411.9647	448.2423	375.0455	605.6130	657.1078	548.2895	328.8127	387.2992	267.3717	475.9111	542.5672	401.9518	-89.837	-8.612
37	37.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1989	10500.413	10673.168	5338.559	5334.609	16.4381	100.0740	15.1502	342.821	32.115	345.511	3.237000	21.4133	546.142	79.665	51.162	7.5334	2.5478	29.919	105.4	203.321	110.071	93.249	19.047	45.1582	42.8911	47.6099	43.4441	40.6993	46.4152	10.6851	10.1249	11.2329	4.7476	4.5353	4.9273	70.739	131.0529	498.188	105.327	201.2081	394.5627	427.4061	361.3561	586.6640	635.8710	532.8860	313.3597	366.7503	258.0973	458.4568	521.1975	390.1088	2.683	0.251
38	38.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1990	10845.924	10694.796	5348.387	5346.409	16.4714	100.0370	15.0917	363.742	32.974	-302.256	-2.826000	NaN	567.256	83.530	51.423	7.5646	2.5937	29.880	105.5	203.514	110.102	93.412	18.449	45.9672	43.7088	48.3973	43.8956	41.2032	46.7922	10.7861	10.2217	11.3356	4.7864	4.5716	4.9663	71.127	126.9558	519.005	105.479	194.1034	383.1105	415.1221	350.8006	574.5206	623.4598	521.5215	304.7127	356.3900	251.6439	448.4754	510.0521	382.0507	-666.001	-60.375
39	39.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1991	10543.668	10745.167	5372.960	5372.208	16.5489	100.0140	15.0222	363.079	33.842	402.998	3.751000	18.4790	555.610	83.643	51.788	7.6056	2.6403	29.812	105.6	192.531	104.274	88.257	17.946	46.6631	44.3528	49.1439	44.2460	41.5130	47.1785	10.8950	10.3154	11.4578	4.8278	4.6066	5.0118	67.688	123.4307	509.662	99.838	187.7535	373.9200	406.4306	341.0853	564.3135	614.2237	510.5533	298.6161	350.6601	245.3913	440.6790	502.8769	373.9665	39.926	3.721
40	40.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1995	16071.789	16418.912	8219.467	8199.445	25.2873	100.2442	14.6811	622.412	37.981	694.246	4.229000	16.3903	853.355	132.464	52.073	7.7123	2.8847	29.714	105.8	230.943	122.012	108.931	14.092	52.5442	51.0387	54.0874	48.2423	46.6839	49.8250	11.7729	11.1915	12.3248	5.1178	4.8887	5.3031	87.882	104.2128	793.772	123.749	150.9599	291.7180	304.6257	278.8816	468.0401	499.2836	436.6706	225.6777	247.8125	204.4191	355.0550	390.4474	319.8631	71.824	4.383
41	41.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1996	16766.035	17106.595	8569.175	8537.420	26.3464	100.3719	14.5697	653.926	38.246	681.121	3.982000	17.4070	886.917	135.228	51.873	7.7088	2.9127	29.669	106.0	232.991	123.242	109.749	13.627	53.2433	51.7216	54.8057	48.6417	47.0953	50.2077	11.8501	11.2628	12.4056	5.1421	4.9113	5.3281	88.759	101.2422	826.755	124.635	145.9362	282.1315	294.9415	269.2483	456.9292	488.1353	425.6444	218.4543	239.8812	197.8816	346.3830	381.2294	311.9001	27.194	1.590
42	42.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1997	17447.156	17788.819	8916.862	8871.958	27.3971	100.5061	14.4526	677.196	38.066	683.326	3.842000	18.0413	914.412	140.558	51.400	7.6666	2.9109	29.635	106.2	237.216	125.327	111.889	13.334	53.6342	52.1525	55.1513	48.8686	47.3798	50.3703	11.8564	11.2687	12.4102	5.1440	4.9118	5.3305	89.544	98.8748	853.543	126.223	142.7478	276.0599	287.8453	264.1573	450.5703	480.9017	420.3218	213.5523	233.3754	194.5408	341.2867	374.8801	308.2488	6.129	0.345
43	43.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1998	18130.482	18493.132	9275.541	9217.591	28.4818	100.6287	14.3333	689.556	37.315	725.300	3.922000	17.6733	940.233	142.488	50.880	7.6421	2.8871	29.689	106.4	250.677	133.815	116.862	13.565	52.9431	51.1337	54.8179	48.0379	46.1363	49.9892	11.7622	11.1467	12.3430	5.1202	4.8750	5.3175	90.374	96.9611	878.355	128.479	140.9134	287.3021	305.7777	268.5485	465.5337	502.9475	427.6640	229.9210	259.0283	201.2443	358.9927	401.3588	316.5470	35.740	1.934
44	44.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	1999	18855.782	19262.847	9667.812	9595.036	29.6673	100.7585	14.2206	728.373	37.888	814.131	4.227000	16.3981	967.977	147.055	50.351	7.5994	2.9273	29.697	106.5	239.604	126.429	113.175	12.463	54.8464	53.4104	56.3004	49.5697	48.1651	50.9731	11.9811	11.3734	12.5497	5.1845	4.9408	5.3792	89.662	93.4023	905.686	125.997	134.0115	259.2929	269.4070	249.1002	431.1020	459.9564	402.7720	200.7968	217.6789	184.5827	326.0942	357.3282	295.8415	85.758	4.461
45	45.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2000	19669.913	19542.982	9815.442	9727.541	30.0987	100.9036	14.1269	753.278	37.568	-253.861	-1.299000	NaN	995.813	150.701	49.664	7.5338	2.9248	29.715	106.5	242.535	128.425	114.111	12.096	55.2978	53.7617	56.8579	49.7466	48.2361	51.2603	12.0361	11.4078	12.6231	5.2031	4.9505	5.4047	89.811	90.8133	932.834	125.938	129.8446	253.6570	265.2658	241.8879	424.5774	455.2972	394.3861	198.1286	216.8214	180.0385	322.2564	355.4472	290.0826	-1007.135	-50.229
46	46.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2001	19416.052	19688.632	9895.466	9793.166	30.3230	101.0446	14.0595	737.451	37.266	545.161	2.769000	25.0324	969.246	147.031	48.979	7.4458	2.9108	29.658	106.5	231.795	122.631	109.165	11.713	55.7981	54.2716	57.3437	50.0100	48.5039	51.5148	12.0882	11.4518	12.6808	5.2206	4.9636	5.4251	85.059	88.3585	909.000	119.099	125.9967	246.9545	258.1661	235.5525	416.6956	447.1481	386.9393	193.4814	211.6763	175.8691	316.5231	349.3604	284.8714	-192.286	-9.717
47	47.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2003	22039.300	22645.130	11397.483	11247.647	34.8764	101.3322	14.0167	823.031	36.652	1211.660	5.352000	12.9512	1063.246	160.594	47.350	7.2199	2.8741	29.562	106.5	240.215	126.086	114.129	10.698	57.3445	56.0316	58.6498	50.9919	49.7505	52.2030	12.2604	11.6305	12.8405	5.2743	5.0208	5.4738	87.396	82.5999	1000.010	121.381	116.5461	225.7759	232.5569	218.8459	390.8511	416.2024	366.7203	175.7968	187.4479	164.7543	295.4535	321.9133	270.7226	388.632	17.307
48	48.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2004	23250.960	23553.551	11862.726	11690.825	36.2755	101.4704	14.0335	853.793	36.053	605.181	2.570000	26.9707	1097.160	165.814	46.330	7.0686	2.8370	29.527	106.4	243.367	127.566	115.801	10.277	57.9436	56.6578	59.2159	51.3285	50.1290	52.4906	12.3230	11.6929	12.9012	5.2941	5.0418	5.4921	87.383	79.9360	1033.340	121.154	112.3699	217.7659	223.8621	211.5143	381.1619	405.6698	357.9982	169.8870	180.3149	160.0475	288.2085	313.4827	264.7952	-248.616	-10.498
49	49.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2005	23856.141	24411.191	12302.104	12109.086	37.5964	101.5940	14.1639	857.912	35.322	1110.099	4.548000	15.2407	1099.366	165.117	45.263	6.9047	2.7896	29.505	106.3	241.454	126.795	114.659	9.941	58.3608	57.0128	59.6966	51.5021	50.2345	52.7336	12.3713	11.7349	12.9537	5.3098	5.0572	5.5079	84.954	77.5148	1036.762	117.720	108.6912	212.6253	219.7525	205.2868	374.9643	400.5995	350.6589	167.2528	178.8941	156.1361	284.4802	310.9401	259.8680	252.185	10.383
50	50.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2006	24966.240	25442.944	12828.446	12614.498	39.1854	101.6961	14.3257	890.737	35.042	953.408	3.748000	18.4938	1136.774	165.851	44.721	6.7215	2.7373	29.418	106.3	246.037	130.325	115.711	9.679	58.6844	57.1332	60.2431	51.5288	50.0404	53.0005	12.4102	11.7564	13.0121	5.3218	5.0675	5.5270	84.451	74.8511	1073.612	116.336	104.5979	209.1791	219.8009	198.1772	371.1235	400.8496	342.4099	167.6423	183.7288	151.8891	283.9089	314.8373	254.5109	62.684	2.466
51	51.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2007	25919.648	25903.301	13067.961	12835.340	39.8944	101.8124	14.1253	910.059	34.499	-32.695	-0.126000	NaN	1156.957	173.750	43.858	6.5303	2.6837	29.289	106.3	246.898	131.951	114.947	9.359	59.1113	57.3416	60.9090	51.6065	49.8791	53.3378	12.4796	11.8003	13.1043	5.3465	5.0847	5.5580	82.891	71.9388	1094.478	113.367	99.8495	204.7933	219.0976	189.8808	365.8208	399.8198	332.4139	167.6177	188.3845	146.9123	282.4382	318.0124	247.9598	-942.887	-35.743
52	52.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2008	25886.953	26427.199	13339.006	13088.192	40.7013	101.9163	14.0439	859.485	32.674	1080.492	4.089000	16.9515	1091.824	179.161	41.506	6.3762	2.6419	29.118	106.3	232.339	123.329	109.010	8.832	59.8515	58.1715	61.5289	52.0843	50.4707	53.6674	12.5689	11.8820	13.1806	5.3869	5.1118	5.5839	76.467	69.2476	1034.483	105.504	95.6178	194.9279	207.1372	182.1624	353.4224	385.0242	322.7133	159.2743	176.9823	141.7459	272.4506	305.0600	241.2560	221.000	8.401
53	53.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2009	26967.445	27385.307	13827.977	13557.330	42.1769	101.9963	14.2696	894.601	32.622	835.725	3.052000	22.7112	1128.666	179.731	41.157	6.2354	2.5959	29.182	106.2	234.065	123.583	110.483	8.535	60.3636	58.8200	61.8922	52.4501	50.9929	53.8651	12.6006	11.9271	13.2032	5.3915	5.1280	5.5927	75.339	67.2135	1070.688	103.904	92.9204	187.4095	197.0762	177.3213	344.3018	372.8538	316.7192	152.0980	166.2567	138.1775	264.5312	293.6054	236.9169	-58.881	-2.147
54	54.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2010	27803.170	28189.672	14240.377	13949.295	43.4157	102.0867	14.4037	914.335	32.348	773.004	2.742000	25.2789	1147.643	189.334	40.602	6.0987	2.5563	29.155	106.1	233.308	123.311	109.997	8.254	60.8508	59.2776	62.4078	52.6916	51.2089	54.1305	12.6599	11.9790	13.2647	5.4119	5.1465	5.6127	74.117	64.8376	1090.266	101.264	89.2781	181.3480	191.3452	170.8910	336.7159	365.5979	308.7471	148.2920	162.6522	134.0807	259.4679	288.7497	231.5831	-141.355	-5.001
55	55.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2011	28576.174	29249.157	14780.282	14468.875	45.0475	102.1523	14.6790	927.172	31.924	1345.966	4.603000	15.0586	1157.518	191.027	39.855	5.9581	2.5171	29.149	105.9	230.346	121.782	108.564	7.931	61.4191	59.8254	62.9926	52.9789	51.4814	54.4282	12.7258	12.0381	13.3294	5.4336	5.1663	5.6309	71.920	62.2760	1101.402	97.551	85.2189	174.1896	184.3513	163.5398	327.7563	356.7589	299.6615	143.6795	157.9943	129.4305	253.4158	282.6540	225.5632	418.796	14.420
56	56.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2012	29922.140	30466.479	15399.106	15067.373	46.9223	102.2017	15.0109	982.767	32.298	1088.677	3.574000	19.3942	1217.396	193.789	40.009	5.8302	2.4794	29.200	105.8	234.629	124.308	110.321	7.711	61.9230	60.3173	63.5135	53.2341	51.7323	54.6934	12.7817	12.0919	13.3889	5.4451	5.1843	5.6479	72.314	59.9699	1160.079	96.831	81.6174	167.8324	178.0961	157.0767	319.7697	348.7553	291.5731	139.5442	153.7132	125.3466	248.0132	277.0574	220.2186	105.905	3.481
57	57.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2013	31010.817	31541.209	15946.572	15594.636	48.5775	102.2568	15.2393	1012.711	32.123	1060.783	3.363000	20.6110	1248.455	193.620	39.601	5.6962	2.4377	29.259	105.7	235.744	125.053	110.691	7.478	62.4167	60.7915	64.0268	53.4906	51.9783	54.9600	12.8425	12.1458	13.4497	5.4631	5.2023	5.6652	71.817	57.8091	1191.345	95.430	78.2382	161.6925	172.1160	150.7599	311.9200	340.9937	283.5587	135.4859	149.5721	121.2880	242.6491	271.5957	214.8711	48.076	1.525
58	58.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2014	32071.600	32716.210	16543.889	16172.321	50.3872	102.2976	15.5009	1033.610	31.710	1289.220	3.941000	17.5881	1274.665	191.291	39.105	5.5595	2.3870	29.289	105.6	241.055	128.527	112.527	7.395	62.5451	60.8119	64.2743	53.4859	51.8580	55.0822	12.8507	12.1459	13.4592	5.4658	5.2050	5.6667	71.420	56.2562	1217.603	95.270	76.2991	160.2868	172.5686	147.3732	310.4408	341.7587	279.5756	135.7968	152.1935	119.0805	242.6581	274.0069	212.2150	255.611	7.842
59	59.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2015	33360.820	33753.499	17071.446	16682.054	51.9848	102.3342	15.6834	1067.073	31.472	785.358	2.327000	29.7872	1315.633	190.996	38.803	5.4052	2.3303	29.262	105.6	248.560	133.809	114.751	7.331	62.6587	60.7597	64.5759	53.4325	51.6456	55.2080	12.8567	12.1414	13.4739	5.4675	5.2064	5.6706	71.290	54.4912	1258.221	95.095	73.9375	159.2092	174.2886	143.3052	309.6155	344.2298	275.0154	137.1221	156.7300	116.9088	243.7534	278.4239	209.5733	-281.739	-8.310
60	60.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2016	34146.178	34636.207	17520.861	17115.346	53.3442	102.3693	15.7953	1070.294	30.859	980.059	2.830000	24.4928	1315.746	188.374	37.936	5.2618	2.2834	29.224	105.5	245.452	132.330	113.122	7.077	63.1361	61.1934	65.0957	53.6703	51.8426	55.4851	12.9194	12.1924	13.5401	5.4896	5.2233	5.6903	68.973	52.4542	1260.071	91.753	70.6450	153.4403	169.0126	136.9947	302.1675	337.3828	266.8727	133.5568	153.6176	112.7864	238.8746	274.0447	204.0962	-90.238	-2.602
61	61.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2017	35126.237	35643.418	18028.696	17614.722	54.8955	102.3502	15.9635	1081.439	30.315	1034.361	2.902000	23.8852	1332.116	186.060	37.342	5.1290	2.2511	29.204	105.4	250.677	142.289	108.388	7.027	63.0160	60.1049	66.0993	52.9541	50.0880	55.9652	13.0451	12.2127	13.7592	5.5337	5.2344	5.7581	65.604	49.3769	1278.473	84.616	64.2807	160.8345	193.0753	126.1245	311.1477	366.0237	253.2276	152.1184	193.2488	108.0546	255.3938	311.6554	196.5221	-47.090	-1.320
62	62.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2018	36160.598	36686.784	18549.862	18136.922	56.5024	102.2768	16.1389	1099.581	29.946	1052.372	2.869000	24.1599	1355.895	187.315	36.927	5.0023	2.2057	29.124	105.3	256.314	147.434	108.881	6.981	63.0810	59.9231	66.4576	52.8243	49.6991	56.1415	13.0754	12.2161	13.8095	5.5447	5.2379	5.7732	64.649	47.8354	1302.712	82.837	61.8685	161.2350	197.6949	121.8443	311.8223	371.6553	247.9307	155.6467	201.9319	105.6936	258.3876	319.8487	193.2837	-47.205	-1.286
63	63.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2019	37212.970	37769.498	19090.409	18679.089	58.1699	102.2020	16.3254	1121.140	29.675	1113.057	2.947000	23.5204	1377.704	188.790	36.466	4.8701	2.1537	29.027	105.3	256.564	146.021	110.543	6.791	63.5645	60.6191	66.6770	53.2444	50.3542	56.2735	13.1062	12.2642	13.8193	5.5531	5.2526	5.7757	64.174	46.7131	1324.725	82.334	60.5028	153.9052	186.3968	119.0383	302.4325	357.6667	244.0012	147.3526	188.5056	103.2665	249.3960	305.7681	190.2610	-8.082	-0.214
64	64.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2020	38326.027	38972.230	19692.301	19279.930	60.0223	102.1389	16.5515	1125.582	28.938	1292.407	3.317000	20.8968	1402.265	188.016	36.051	4.7502	2.1053	28.962	105.2	276.683	155.192	121.492	7.113	62.5751	59.8662	65.4320	52.1054	49.4615	54.8710	12.0577	11.1906	12.8066	5.0792	4.6954	5.3780	63.984	45.7665	1349.260	82.281	59.4398	148.4777	177.6467	117.3466	316.5736	368.7465	261.7457	147.1763	184.4341	107.4810	265.4351	318.5873	210.0530	166.821	4.289
65	65.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2021	39618.434	40099.462	20254.878	19844.584	61.7584	102.0675	16.7338	1145.705	28.498	962.056	2.399000	28.8932	1440.941	189.465	35.842	4.6434	2.0616	28.904	105.2	295.236	168.877	126.359	7.344	61.9824	58.9147	65.2791	51.3548	48.3252	54.5893	11.8877	10.9998	12.6539	4.9991	4.6188	5.2924	64.117	44.6869	1387.559	82.156	57.9324	156.1142	192.8930	116.5614	329.1961	389.5147	264.3770	159.8947	206.6726	109.4110	280.2608	342.1579	214.2407	-183.672	-4.569
66	66.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2022	40580.490	41128.771	20766.442	20362.329	63.3436	101.9846	16.8702	1162.402	28.237	1096.562	2.666000	25.9995	1446.699	186.575	35.143	4.5235	2.0285	28.878	105.2	284.297	163.410	120.887	6.906	62.8792	59.7659	66.2132	51.9011	48.8882	55.1015	11.9838	11.0755	12.7590	5.0317	4.6406	5.3248	58.957	40.8024	1397.103	75.592	52.8455	144.2660	180.5120	105.3725	313.6367	374.2566	248.5392	150.2873	195.8368	101.2941	268.2662	329.5630	203.0171	-65.846	-1.600
67	67.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2023	41677.052	42239.854	21319.695	20920.159	65.0549	101.9098	17.0337	1191.451	28.181	1125.604	2.665000	26.0093	1459.505	184.021	34.521	4.4069	1.9907	28.852	105.1	268.054	153.790	114.264	6.340	64.2310	61.2024	67.4368	53.0087	50.1087	56.0500	12.4583	11.5473	13.2222	5.2419	4.8634	5.5167	55.002	37.7463	1412.734	70.611	48.8691	132.2872	165.4072	96.9374	290.5877	348.1365	229.2002	137.3401	178.8960	92.9469	247.5111	305.1043	186.6315	-65.846	-1.557
68	68.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2024	42802.656	43372.950	21884.960	21487.990	66.8000	101.8474	17.2113	1206.440	27.792	1140.587	2.630000	26.3554	1468.735	180.881	33.834	4.2878	1.9414	28.826	105.1	262.295	150.388	111.907	6.042	65.0545	62.0661	68.1945	53.8071	50.9720	56.7549	12.9035	12.0031	13.6462	5.4456	5.0913	5.6952	54.452	37.1082	1422.364	70.015	48.0293	127.8883	159.3854	94.3602	277.3212	332.8272	218.2481	130.6238	169.8124	88.9262	234.3087	289.4351	176.1980	-65.846	-1.517
69	69.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2025	43943.243	44515.794	22455.176	22060.618	68.5601	101.7885	17.4069	1210.939	27.181	1145.101	2.572000	26.9497	1477.664	177.835	33.168	4.1769	1.8864	28.802	105.1	266.725	153.024	113.701	5.987	65.3510	62.3567	68.4890	54.2855	51.4669	57.2051	13.2974	12.4151	14.0157	5.6325	5.3094	5.8541	57.128	38.6857	1429.287	73.585	50.0623	130.3452	161.5596	97.1348	273.4703	328.0723	215.2834	129.5533	167.8645	88.8553	228.3502	282.3147	171.4262	-65.846	-1.478
70	70.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2026	45088.344	45667.550	23029.571	22637.979	70.3339	101.7298	17.5979	1224.256	26.785	1158.413	2.537000	27.3215	1493.786	174.983	32.682	4.0946	1.8546	28.779	105.1	269.530	154.835	114.694	5.897	65.6127	62.6090	68.7610	54.4412	51.6330	57.3490	13.3238	12.4340	14.0473	5.6432	5.3153	5.8664	56.023	37.5671	1446.115	72.109	48.5998	126.9024	157.9132	93.9320	269.1339	323.6677	210.9363	126.8575	164.7256	86.6881	225.1519	278.7657	168.5315	-65.846	-1.441
71	71.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2027	46246.757	46827.624	23607.851	23219.773	72.1206	101.6713	17.7734	1227.584	26.195	1161.733	2.481000	27.9382	1499.799	170.162	32.004	3.9920	1.8129	28.756	105.1	272.215	156.555	115.660	5.809	65.8707	62.8602	69.0264	54.5998	51.8032	57.4947	13.3569	12.4607	14.0847	5.6588	5.3262	5.8825	54.737	36.5187	1453.107	70.460	47.2273	123.6332	154.4256	90.9148	264.8751	319.2967	206.7303	124.2419	161.6614	84.6070	221.9609	275.1980	165.6875	-65.846	-1.405
72	72.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2028	47408.490	47990.912	24187.363	23803.550	73.9122	101.6124	17.9439	1230.755	25.627	1164.845	2.427000	28.5598	1505.765	167.550	31.353	3.8965	1.7745	28.734	105.0	275.010	158.342	116.669	5.726	66.1209	63.1018	69.2864	54.7499	51.9624	57.6350	13.3830	12.4787	14.1172	5.6706	5.3316	5.8952	53.386	35.4750	1460.066	68.735	45.8572	120.3814	150.9562	87.9126	260.6971	315.0540	202.5701	121.6681	158.6605	82.5441	218.8639	271.7811	162.8920	-65.912	-1.372
73	73.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2029	48573.335	49158.072	24768.433	24389.639	75.7098	101.5531	18.1300	1234.694	25.099	1169.474	2.379000	29.1361	1512.936	167.146	30.755	3.8100	1.7393	28.714	105.0	278.242	160.364	117.877	5.656	66.3551	63.3291	69.5287	54.8942	52.1175	57.7679	13.4125	12.5042	14.1497	5.6843	5.3420	5.9083	52.222	34.5408	1468.088	67.221	44.6268	117.4370	147.8433	85.1596	256.7926	311.0811	198.6989	119.2928	155.8999	80.6316	215.9310	268.5305	160.2714	-65.224	-1.326
74	74.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2030	49742.809	50330.837	25352.017	24978.821	77.5160	101.4940	18.3210	1240.251	24.625	1176.056	2.337000	29.6597	1521.758	167.042	30.214	3.7322	1.7078	28.694	105.1	281.507	162.413	119.094	5.589	66.5932	63.5597	69.7757	55.0380	52.2700	57.9030	13.4374	12.5214	14.1816	5.6940	5.3469	5.9206	51.044	33.5706	1477.773	65.663	43.3479	114.3723	144.5518	82.3479	252.7812	307.0083	194.7353	116.8419	153.0355	78.6747	212.9421	265.2481	157.5895	-64.185	-1.274
75	75.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2031	50918.865	51506.437	25936.595	25569.841	79.3266	101.4343	18.5253	1238.285	24.026	1175.143	2.282000	30.3745	1523.392	166.890	29.558	3.6407	1.6698	28.675	105.0	285.107	164.681	120.426	5.532	66.8137	63.7691	70.0093	55.1785	52.4145	58.0399	13.4735	12.5490	14.2260	5.7101	5.3578	5.9399	49.862	32.7352	1480.336	64.163	42.2492	111.7523	141.7682	79.9098	249.1543	303.3636	191.1196	114.6955	150.5486	76.9391	210.1852	262.2579	155.0854	-63.146	-1.225
76	76.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2032	52094.008	52685.458	26522.452	26163.005	81.1424	101.3739	18.7464	1245.362	23.622	1182.900	2.245000	30.8752	1534.556	167.454	29.107	3.5753	1.6431	28.657	105.0	289.194	167.159	122.036	5.485	67.0278	63.9793	70.2284	55.3138	52.5592	58.1658	13.5056	12.5770	14.2631	5.7236	5.3688	5.9545	48.931	31.9173	1492.153	62.904	41.1732	109.1849	138.9927	77.5714	245.5941	299.7049	187.6803	112.5932	148.0730	75.2810	207.4838	259.2650	152.7192	-62.458	-1.185
77	77.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2033	53276.908	53866.558	27108.977	26757.582	82.9615	101.3133	18.9842	1241.646	23.037	1179.300	2.189000	31.6650	1534.932	165.894	28.478	3.4879	1.6060	28.640	105.0	293.286	169.676	123.610	5.441	67.2371	64.1809	70.4472	55.4484	52.6981	58.2966	13.5399	12.6031	14.3067	5.7392	5.3788	5.9733	47.803	31.1432	1493.441	61.465	40.1536	106.7280	136.3259	75.3421	242.1264	296.1848	184.2956	110.5581	145.6866	73.6630	204.8323	256.3834	150.3498	-62.355	-1.157
78	78.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2034	54456.208	55046.630	27694.558	27352.072	84.7789	101.2521	19.2312	1243.203	22.570	1180.845	2.145000	32.3146	1540.730	164.624	27.972	3.4159	1.5758	28.624	105.0	297.527	172.292	125.234	5.402	67.4517	64.3873	70.6718	55.5868	52.8413	58.4307	13.5754	12.6322	14.3504	5.7553	5.3906	5.9916	46.752	30.3584	1500.026	60.088	39.1177	104.2352	133.6464	73.0499	238.5642	292.5897	180.8066	108.4882	143.2750	71.9954	202.1045	253.4334	147.9078	-62.355	-1.132
79	79.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2035	55637.053	56226.855	28279.698	27947.157	86.5966	101.1899	19.4893	1241.964	22.075	1179.605	2.098000	33.0385	1544.169	162.496	27.447	3.3415	1.5445	28.609	105.0	302.205	175.194	127.011	5.372	67.6516	64.5747	70.8867	55.7181	52.9734	58.5623	13.6113	12.6603	14.3963	5.7724	5.4023	6.0119	45.777	29.6525	1504.230	58.810	38.1847	101.9671	131.2412	70.9272	235.2566	289.3182	177.5021	106.5788	141.0781	70.4252	199.5501	250.7272	145.5689	-62.356	-1.108
80	80.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2036	56816.658	57410.144	28865.868	28544.276	88.4191	101.1266	19.7540	1249.329	21.748	1186.972	2.068000	33.5178	1556.559	161.247	27.096	3.2885	1.5227	28.595	105.0	307.230	178.232	128.998	5.348	67.8530	64.7694	71.0965	55.8482	53.1078	58.6888	13.6435	12.6862	14.4377	5.7868	5.4122	6.0289	44.981	28.9269	1517.191	57.692	37.2223	99.6353	128.7037	68.8158	231.8907	285.9089	174.2409	104.6338	138.7969	68.8707	196.9695	247.9405	143.2741	-62.356	-1.085
81	81.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2037	58003.630	58600.249	29455.047	29145.202	90.2520	101.0631	20.0205	1255.588	21.413	1193.238	2.036000	34.0446	1568.236	160.420	26.745	3.2355	1.5007	28.582	105.0	312.648	181.467	131.182	5.332	68.0455	64.9568	71.2955	55.9731	53.2363	58.8109	13.6744	12.7097	14.4792	5.8010	5.4206	6.0464	44.253	28.2440	1529.422	56.664	36.3137	97.4174	126.2471	66.8553	228.6692	282.6169	171.1629	102.7750	136.5932	67.4092	194.4932	245.2579	141.0912	-62.356	-1.063
82	82.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2038	59196.868	59792.941	30045.016	29747.925	92.0889	100.9987	20.2859	1254.499	20.969	1192.146	1.994000	34.7616	1572.742	158.928	26.288	3.1698	1.4728	28.569	105.0	318.243	184.867	133.376	5.319	68.2314	65.1315	71.4948	56.0832	53.3478	58.9208	13.7071	12.7362	14.5216	5.8183	5.4329	6.0667	43.162	27.4530	1534.808	55.284	35.2938	95.3189	124.0375	64.8747	225.7385	279.7160	168.2594	101.2457	134.8024	66.1822	192.4110	243.0293	139.2355	-62.354	-1.042
83	83.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2039	60389.014	60985.590	30634.469	30351.121	93.9257	100.9336	20.5552	1255.484	20.575	1193.151	1.957000	35.4189	1579.628	157.646	25.887	3.1111	1.4478	28.558	105.0	324.144	188.389	135.754	5.312	68.4147	65.3076	71.6869	56.1966	53.4652	59.0306	13.7437	12.7689	14.5657	5.8380	5.4489	6.0883	42.193	26.7245	1542.451	54.049	34.3509	93.3276	121.9157	63.0247	222.8547	276.7986	165.4766	99.7427	133.0176	65.0000	190.3111	240.7337	137.4190	-62.336	-1.022
84	84.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2040	61582.165	62180.342	31224.458	30955.884	95.7658	100.8676	20.8281	1258.674	20.231	1196.353	1.924000	36.0264	1589.020	156.491	25.541	3.0597	1.4264	28.547	105.0	330.346	192.088	138.258	5.310	68.5966	65.4812	71.8787	56.3067	53.5761	59.1405	13.7772	12.7952	14.6100	5.8560	5.4608	6.1099	41.256	25.9810	1552.574	52.829	33.3881	91.3100	119.7391	61.1840	219.9822	273.9050	162.6976	98.2466	131.2428	63.8185	188.2469	238.5085	135.6023	-62.305	-1.001
85	85.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2041	62778.518	63375.847	31814.243	31561.605	97.6070	100.8005	21.1051	1256.917	19.822	1194.658	1.885000	36.7717	1593.686	154.258	25.133	3.0020	1.4015	28.537	105.0	336.769	195.879	140.890	5.311	68.7740	65.6518	72.0642	56.4178	53.6872	59.2524	13.8131	12.8227	14.6578	5.8756	5.4735	6.1338	40.302	25.2966	1558.017	51.615	32.4997	89.3956	117.6263	59.4892	217.1896	271.0580	160.0372	96.7853	129.4929	62.6789	186.2006	236.2981	133.8079	-62.268	-0.982
86	86.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2042	63973.176	64572.473	32404.096	32168.376	99.4500	100.7328	21.3852	1260.832	19.515	1198.593	1.856000	37.3463	1604.290	152.144	24.831	2.9584	1.3833	28.529	105.0	343.458	199.865	143.593	5.316	68.9544	65.8217	72.2566	56.5288	53.7987	59.3634	13.8470	12.8509	14.7009	5.8932	5.4865	6.1541	39.414	24.5865	1569.311	50.443	31.5762	87.4218	115.5411	57.6404	214.3330	268.2200	157.2239	95.2968	127.7520	61.4692	184.1264	234.0858	131.9534	-62.230	-0.963
87	87.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2043	65171.769	65768.824	32993.223	32775.601	101.2925	100.6640	21.6708	1256.297	19.093	1194.109	1.816000	38.1689	1606.848	149.255	24.420	2.9032	1.3595	28.521	105.0	350.551	204.077	146.474	5.327	69.1206	65.9760	72.4368	56.6305	53.8959	59.4707	13.8772	12.8707	14.7447	5.9090	5.4944	6.1753	38.448	23.9308	1572.675	49.211	30.7205	85.5873	113.5645	55.9668	211.6951	265.6135	154.6137	93.9183	126.1402	60.3453	182.2187	232.0929	130.2027	-62.193	-0.945
88	88.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2044	66365.878	66964.990	33581.692	33383.299	103.1348	100.5943	21.9620	1260.377	18.811	1198.225	1.789000	38.7450	1618.352	147.240	24.154	2.8672	1.3444	28.514	105.0	357.975	208.415	149.560	5.343	69.2886	66.1362	72.6134	56.7379	54.0041	59.5773	13.9123	12.9001	14.7885	5.9271	5.5084	6.1961	37.703	23.3150	1584.753	48.216	29.9164	83.8167	111.6582	54.3491	209.0451	262.9313	152.0541	92.5374	124.5011	59.2412	180.2538	229.9680	128.4697	-62.144	-0.928
89	89.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2045	67564.103	68161.269	34169.710	33991.559	104.9772	100.5241	22.2564	1256.418	18.424	1194.333	1.752000	39.5632	1621.898	144.724	23.783	2.8201	1.3239	28.507	105.0	365.480	212.775	152.705	5.359	69.4559	66.2969	72.7878	56.8481	54.1103	59.6919	13.9515	12.9264	14.8429	5.9485	5.5203	6.2246	36.862	22.7325	1589.005	47.140	29.1571	82.1095	109.6978	52.9246	206.4429	260.2280	149.6220	91.1786	122.8433	58.2004	178.2990	227.8522	126.7458	-62.091	-0.911
90	90.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2046	68758.436	69355.671	34756.256	34599.416	106.8167	100.4533	22.5507	1256.524	18.108	1194.471	1.722000	40.2524	1629.681	142.588	23.486	2.7833	1.3083	28.502	105.0	373.157	217.240	155.916	5.378	69.6285	66.4609	72.9696	56.9592	54.2201	59.8041	13.9883	12.9551	14.8902	5.9668	5.5335	6.2472	36.015	22.1104	1597.470	46.034	28.3454	80.3088	107.7337	51.3080	203.7283	257.4723	147.0020	89.7666	121.1631	57.0710	176.2828	225.6813	124.9484	-62.044	-0.894
91	91.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2047	69952.907	70546.052	35340.202	35205.850	108.6501	100.3816	22.8449	1248.300	17.687	1186.290	1.682000	41.2097	1629.496	139.721	23.088	2.7361	1.2876	28.498	105.0	381.196	221.997	159.199	5.401	69.7899	66.6069	73.1481	57.0651	54.3154	59.9218	14.0255	12.9761	14.9452	5.9864	5.5421	6.2755	35.121	21.5519	1598.046	44.902	27.6140	78.6608	105.9143	49.8532	201.2160	254.9896	144.5038	88.4555	119.6275	55.9962	174.4019	223.7478	123.1720	-62.015	-0.879
92	92.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2048	71139.197	71729.374	35919.980	35809.394	110.4725	100.3088	23.1397	1242.367	17.312	1180.354	1.646000	42.1110	1631.972	137.255	22.741	2.6965	1.2705	28.494	105.0	389.605	226.742	162.862	5.429	69.9472	66.7614	73.3073	57.1702	54.4215	60.0247	14.0625	13.0057	14.9909	6.0046	5.5560	6.2979	34.313	21.0282	1601.188	43.864	26.9265	77.0793	104.1177	48.5143	198.7547	252.3894	142.2396	87.1675	118.0492	55.0156	172.5352	221.6709	121.5753	-62.011	-0.864
93	93.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2049	72319.551	72905.780	36495.683	36410.097	112.2844	100.2351	23.4329	1234.461	16.925	1172.457	1.608000	43.1062	1632.760	134.776	22.386	2.6572	1.2533	28.491	105.0	398.299	231.835	166.463	5.461	70.1020	66.9013	73.4785	57.2726	54.5129	60.1390	14.0982	13.0250	15.0439	6.0223	5.5637	6.3245	33.480	20.5056	1602.676	42.788	26.2399	75.5086	102.3728	47.1403	196.3398	249.9962	139.8373	85.8995	116.5676	53.9761	170.7187	219.8053	119.8480	-62.011	-0.850
94	94.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2050	73492.008	74075.234	37067.247	37007.986	114.0855	100.1601	23.7257	1228.465	16.577	1166.451	1.575000	44.0093	1635.533	132.512	22.070	2.6242	1.2391	28.489	105.0	407.068	236.804	170.263	5.493	70.2632	67.0571	73.6441	57.3820	54.6186	60.2514	14.1385	13.0527	15.0971	6.0424	5.5761	6.3516	32.691	19.9905	1606.106	41.749	25.5626	73.9266	100.5358	45.8440	193.8442	247.3599	137.5325	84.5889	114.9669	52.9775	168.8140	217.7152	118.1752	-62.011	-0.837
95	95.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2051	74658.459	75237.171	37634.455	37602.717	115.8750	100.0844	24.0188	1219.437	16.201	1157.425	1.538000	45.0681	1635.729	130.187	21.732	2.5899	1.2241	28.488	105.0	416.292	242.005	174.287	5.531	70.4150	67.2026	73.8013	57.4875	54.7216	60.3584	14.1786	13.0828	15.1471	6.0621	5.5906	6.3766	31.949	19.5312	1606.933	40.780	24.9568	72.4756	98.8882	44.6124	191.5024	244.9072	135.3351	83.3543	113.4731	52.0221	167.0011	215.7241	116.5763	-62.011	-0.824
96	96.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2052	75815.884	76389.963	38196.443	38193.520	117.6504	100.0077	24.3127	1210.164	15.836	1148.159	1.503000	46.1176	1636.248	127.988	21.411	2.5588	1.2107	28.488	105.0	426.084	247.598	178.487	5.575	70.5573	67.3338	73.9551	57.5845	54.8098	60.4640	14.2139	13.1034	15.1968	6.0789	5.5991	6.4014	31.230	19.0857	1608.060	39.834	24.3663	71.0811	97.3086	43.4248	189.2954	242.6577	133.1906	82.1868	112.0904	51.0878	165.3145	213.9429	115.0053	-62.011	-0.811
97	97.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2053	76964.043	77532.235	38752.499	38779.736	119.4097	99.9298	24.6059	1198.403	15.451	1136.383	1.466000	47.2815	1633.938	125.707	21.066	2.5260	1.1963	28.489	105.0	435.535	252.959	182.576	5.615	70.7183	67.4850	74.1255	57.6951	54.9132	60.5811	14.2551	13.1307	15.2512	6.0985	5.6112	6.4281	30.382	18.5908	1606.476	38.732	23.7122	69.5335	95.5504	42.1099	186.8126	240.0908	130.8092	80.8807	110.5391	50.0489	163.4105	211.8993	113.2588	-62.011	-0.799
98	98.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2054	78100.426	78663.890	39302.580	39361.310	121.1526	99.8508	24.8980	1188.935	15.108	1126.928	1.433000	48.3704	1634.626	123.928	20.771	2.5000	1.1853	28.490	104.9	445.691	258.650	187.041	5.663	70.8666	67.6256	74.2807	57.7975	55.0103	60.6879	14.2924	13.1551	15.3004	6.1157	5.6214	6.4521	29.653	18.1405	1607.780	37.771	23.1182	68.1027	93.9104	40.9117	184.5105	237.6759	128.6321	79.6565	109.0670	49.0945	161.6357	209.9604	111.6579	-62.011	-0.788
99	99.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2055	79227.354	79788.206	39848.446	39939.760	122.8842	99.7714	25.1878	1183.718	14.830	1121.705	1.406000	49.2992	1639.770	122.716	20.543	2.4827	1.1780	28.492	105.0	456.052	264.322	191.730	5.713	71.0184	67.7771	74.4303	57.9056	55.1175	60.7949	14.3344	13.1856	15.3524	6.1359	5.6352	6.4782	29.036	17.7118	1613.440	36.929	22.5522	66.7007	92.2173	39.8294	182.1843	235.0972	126.5790	78.4202	107.5183	48.1972	159.8121	207.8678	110.1146	-62.011	-0.777
100	100.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2056	80349.059	80899.832	40387.409	40512.422	124.5962	99.6914	25.4777	1163.549	14.378	1101.545	1.362000	50.8919	1630.086	120.501	20.143	2.4447	1.1610	28.495	105.0	466.537	270.153	196.384	5.765	71.1670	67.9184	74.5852	58.0143	55.2191	60.9096	14.3797	13.2148	15.4118	6.1589	5.6487	6.5095	28.252	17.3211	1604.457	35.943	22.0346	65.3835	90.6479	38.7883	179.9478	232.6920	124.5162	77.2289	106.0572	47.3001	158.0352	205.8966	108.5324	-62.011	-0.766
101	101.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2057	81450.604	81998.402	40919.176	41079.226	126.2882	99.6104	25.7670	1157.614	14.112	1095.596	1.336000	51.8823	1635.026	119.285	19.932	2.4303	1.1554	28.499	104.9	477.412	276.194	201.219	5.820	71.3221	68.0644	74.7482	58.1240	55.3227	61.0239	14.4215	13.2440	15.4641	6.1781	5.6616	6.5343	27.591	16.8793	1609.940	35.048	21.4506	63.9492	89.0259	37.5619	177.5590	230.1980	122.2303	75.9658	104.5608	46.2932	156.1708	203.8679	106.8288	-62.011	-0.756
102	102.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2058	82546.200	83084.272	41443.908	41640.364	127.9605	99.5282	26.0545	1138.150	13.694	1076.144	1.295000	53.5249	1627.269	117.169	19.579	2.3984	1.1411	28.504	104.9	489.119	282.686	206.433	5.885	71.4562	68.1897	74.8906	58.2197	55.4090	61.1287	14.4581	13.2633	15.5160	6.1955	5.6686	6.5602	26.878	16.5093	1602.821	34.132	20.9586	62.7098	87.5470	36.5844	175.4965	228.0077	120.2996	74.8596	103.2184	45.4468	154.5518	202.1080	105.3486	-62.011	-0.746
103	103.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2059	83622.344	84152.304	41959.092	42193.212	129.6055	99.4451	26.3427	1121.936	13.327	1059.920	1.260000	55.0117	1622.212	115.369	19.270	2.3719	1.1292	28.509	104.9	500.276	288.658	211.618	5.943	71.6100	68.3456	75.0389	58.3351	55.5212	61.2448	14.5168	13.3069	15.5866	6.2259	5.6893	6.5980	26.165	16.1239	1598.380	33.221	20.4548	61.5607	86.0616	35.8022	173.3382	225.4925	118.5356	73.8308	101.8707	44.7655	152.8396	200.0770	103.9731	-62.011	-0.737
104	104.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2060	84682.264	85205.112	42466.113	42738.999	131.2269	99.3615	26.6304	1107.716	12.996	1045.695	1.227000	56.4912	1620.142	113.798	19.008	2.3508	1.1198	28.516	104.9	512.426	295.352	217.074	6.012	71.7458	68.4726	75.1824	58.4389	55.6142	61.3587	14.5713	13.3424	15.6570	6.2547	5.7061	6.6358	25.607	15.8029	1596.790	32.487	20.0344	60.5816	84.8451	35.0818	171.4583	223.4279	116.8577	72.9328	100.7387	44.1235	151.3313	198.3895	102.6520	-62.011	-0.728
105	105.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2061	85727.959	86241.147	42964.222	43276.925	132.8225	99.2774	26.9174	1088.381	12.616	1026.376	1.190000	58.2477	1612.787	111.895	18.695	2.3230	1.1071	28.523	104.9	524.406	301.732	222.674	6.079	71.8954	68.6228	75.3284	58.5518	55.7228	61.4736	14.6288	13.3840	15.7273	6.2844	5.7255	6.6729	24.907	15.4364	1590.054	31.588	19.5549	59.4792	83.4155	34.3332	169.3642	220.9943	115.1414	71.9371	99.4298	43.4672	149.6650	196.4197	101.3108	-62.011	-0.719
106	106.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2062	86754.335	87254.854	43450.600	43804.254	134.3838	99.1927	27.2045	1063.045	12.180	1001.039	1.147000	60.4313	1600.179	109.648	18.334	2.2887	1.0913	28.531	104.9	537.134	308.667	228.467	6.154	72.0324	68.7529	75.4713	58.6556	55.8143	61.5892	14.6820	13.4154	15.7994	6.3127	5.7389	6.7118	24.192	15.1068	1578.083	30.688	19.1221	58.4749	82.1146	33.6496	167.4549	218.8510	113.4963	71.0250	98.2611	42.8328	148.1436	194.7070	99.9958	-62.011	-0.710
107	107.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2063	87755.374	88248.606	43926.405	44322.201	135.9143	99.1070	27.4913	1048.479	11.877	986.464	1.118000	61.9989	1598.531	108.180	18.108	2.2709	1.0834	28.539	104.9	550.052	315.606	234.446	6.231	72.1773	68.8936	75.6183	58.7660	55.9156	61.7075	14.7387	13.4526	15.8725	6.3427	5.7557	6.7508	23.607	14.7661	1576.932	29.905	18.6745	57.4274	80.7590	32.9353	165.4372	216.5518	111.7987	70.0644	97.0163	42.1783	146.5286	192.8483	98.6466	-62.011	-0.702
108	108.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2064	88741.838	89228.558	44394.888	44833.670	137.4235	99.0213	27.7761	1035.447	11.600	973.441	1.091000	63.5332	1598.233	106.776	17.905	2.2557	1.0768	28.549	104.9	562.786	322.324	240.462	6.305	72.3350	69.0512	75.7730	58.8886	56.0322	61.8338	14.8030	13.4988	15.9518	6.3776	5.7777	6.7938	23.047	14.4194	1577.122	29.143	18.2190	56.3330	79.3153	32.2172	163.2646	214.0111	110.0431	69.0321	95.6552	41.4984	144.7663	190.7664	97.2336	-62.011	-0.695
109	109.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2065	89715.279	90189.815	44853.549	45336.266	138.9040	98.9353	28.0611	1011.093	11.207	949.073	1.052000	65.8885	1587.832	104.621	17.600	2.2271	1.0636	28.559	105.0	576.739	329.826	246.914	6.393	72.4691	69.1763	75.9151	58.9930	56.1244	61.9498	14.8573	13.5328	16.0238	6.4070	5.7931	6.8322	22.448	14.1290	1567.262	28.376	17.8351	55.3977	78.1254	31.5539	161.4186	211.9654	108.4234	68.1457	94.5292	40.8694	143.2671	189.0885	95.9303	-62.011	-0.687
110	110.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2066	90664.352	91131.134	45301.842	45829.293	140.3538	98.8491	28.3480	995.580	10.921	933.564	1.024000	67.6902	1586.121	102.986	17.399	2.2113	1.0565	28.570	105.0	590.541	336.929	253.612	6.478	72.6182	69.3308	76.0549	59.1092	56.2375	62.0665	14.9172	13.5759	16.0977	6.4395	5.8130	6.8723	21.903	13.8076	1566.021	27.649	17.4117	54.3591	76.6881	30.9435	159.3565	209.4619	106.8644	67.1566	93.1846	40.2606	141.5898	187.0492	94.6519	-62.011	-0.680
111	111.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2067	91597.916	92059.516	45743.317	46316.198	141.7836	98.7631	28.6328	985.203	10.698	923.200	1.003000	69.1074	1590.510	101.715	17.271	2.2048	1.0539	28.582	105.0	605.307	344.821	260.486	6.573	72.7548	69.4607	76.1970	59.2157	56.3311	62.1856	14.9724	13.6083	16.1735	6.4701	5.8267	6.9137	21.496	13.5180	1570.759	27.072	17.0263	53.4128	75.4280	30.3339	157.4770	207.3137	105.2971	66.2546	92.0119	39.6479	140.0627	185.3094	93.3635	-62.011	-0.673
112	112.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2068	92521.116	92972.912	46176.944	46795.968	143.1903	98.6772	28.9152	965.611	10.383	903.592	0.972000	71.3114	1585.774	99.906	17.051	2.1862	1.0454	28.594	105.0	620.163	352.471	267.692	6.668	72.8932	69.5987	76.3330	59.3260	56.4363	62.2988	15.0300	13.6501	16.2443	6.5015	5.8467	6.9513	21.011	13.2458	1566.462	26.437	16.6649	52.4871	74.1955	29.7346	155.5799	205.0877	103.7765	65.3409	90.7998	39.0520	138.4953	183.4522	92.1194	-62.011	-0.667
113	113.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2069	93424.708	93861.812	46598.014	47263.798	144.5594	98.5913	29.1977	936.212	9.972	874.208	0.931000	74.4519	1570.721	97.486	16.730	2.1543	1.0307	28.608	104.9	634.509	359.771	274.738	6.758	73.0506	69.7617	76.4810	59.4478	56.5527	62.4239	15.0916	13.6915	16.3239	6.5351	5.8644	6.9947	20.285	12.9041	1552.066	25.530	16.2132	51.3857	72.6424	29.1170	153.3985	202.4157	102.1596	64.2995	89.3760	38.4169	136.7316	181.3080	90.7805	-62.011	-0.660
114	114.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2070	94298.916	94723.569	47005.161	47718.408	145.8866	98.5053	29.4823	911.308	9.618	849.307	0.897000	77.2739	1561.116	95.432	16.476	2.1307	1.0199	28.622	104.9	649.808	367.596	282.212	6.858	73.1901	69.8996	76.6195	59.5603	56.6587	62.5411	15.1510	13.7339	16.3981	6.5680	5.8847	7.0345	19.751	12.6454	1542.932	24.847	15.8686	50.4809	71.4308	28.5392	151.5058	200.1949	100.6434	63.3880	88.1678	37.8198	135.1557	179.4464	89.5234	-62.011	-0.654
115	115.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2071	95148.223	95562.570	47400.749	48161.821	147.1787	98.4198	29.7669	890.714	9.318	828.695	0.867000	79.9478	1556.069	93.666	16.278	2.1141	1.0122	28.637	105.0	665.355	375.429	289.927	6.960	73.3254	70.0386	76.7478	59.6734	56.7671	62.6567	15.2148	13.7808	16.4765	6.6005	5.9034	7.0747	19.349	12.4312	1538.239	24.308	15.5810	49.7376	70.3421	28.1635	149.7324	197.9837	99.3642	62.5998	87.0668	37.3616	133.6446	177.5808	88.4011	-62.011	-0.649
116	116.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2072	95976.918	96383.675	47787.410	48596.264	148.4434	98.3356	30.0497	875.527	9.081	813.514	0.844000	82.1264	1555.770	92.217	16.136	2.1048	1.0081	28.652	104.9	680.243	382.714	297.529	7.055	73.4774	70.1978	76.8878	59.8023	56.8962	62.7819	15.2886	13.8415	16.5608	6.6386	5.9305	7.1181	18.987	12.2040	1538.256	23.809	15.2822	48.9411	69.1997	27.7356	147.7664	195.5141	97.9611	61.7286	85.8506	36.8534	131.9501	175.4510	87.1797	-62.011	-0.643
117	117.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2073	96790.432	97187.281	48165.393	49021.888	149.6810	98.2528	30.3312	855.707	8.802	793.699	0.817000	84.8405	1551.191	90.576	15.956	2.0905	1.0015	28.669	104.9	695.484	390.230	305.254	7.154	73.6269	70.3524	77.0284	59.9280	57.0196	62.9071	15.3596	13.8978	16.6446	6.6740	5.9536	7.1601	18.573	11.9706	1534.051	23.257	14.9747	48.1455	68.0633	27.3018	145.8267	193.1004	96.5489	60.8772	84.6704	36.3471	130.2919	173.3909	85.9562	-62.011	-0.638
118	118.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2074	97584.131	97970.493	48533.245	49437.248	150.8873	98.1714	30.6114	834.733	8.518	772.725	0.789000	87.8514	1546.325	88.965	15.779	2.0765	0.9951	28.686	105.0	711.592	398.173	313.419	7.261	73.7623	70.4916	77.1567	60.0428	57.1321	63.0219	15.4242	13.9486	16.7213	6.7069	5.9753	7.1987	18.207	11.7714	1529.512	22.776	14.7112	47.4314	67.0433	26.9116	144.0702	190.9152	95.2664	60.0919	83.5793	35.8816	128.7777	171.5074	84.8390	-62.011	-0.633
119	119.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2075	98356.856	98732.058	48890.444	49841.615	152.0602	98.0916	30.8907	812.422	8.227	750.404	0.760000	91.2036	1539.839	87.176	15.592	2.0612	0.9879	28.704	105.0	727.417	405.785	321.631	7.365	73.9038	70.6429	77.2841	60.1636	57.2547	63.1378	15.4927	14.0049	16.8002	6.7423	5.9998	7.2397	17.823	11.5709	1523.372	22.278	14.4449	46.6973	65.9530	26.5549	142.2487	188.5628	94.0315	59.2769	82.4143	35.4319	127.2016	169.4812	83.7473	-62.011	-0.628
120	120.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2076	99107.260	99473.737	49237.968	50235.769	153.2024	98.0138	31.1684	794.968	7.989	732.954	0.737000	94.0498	1538.474	85.706	15.461	2.0535	0.9845	28.722	105.0	743.506	413.541	329.965	7.472	74.0449	70.7922	77.4132	60.2826	57.3748	63.2530	15.5587	14.0591	16.8768	6.7748	6.0223	7.2771	17.475	11.3580	1522.313	21.812	14.1637	45.9469	64.8655	26.1616	140.4150	186.2345	92.7437	58.4626	81.2642	34.9673	125.6288	167.4853	82.6288	-62.011	-0.623
121	121.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2077	99840.214	100196.491	49576.257	50620.234	154.3156	97.9376	31.4446	774.558	7.729	712.554	0.711000	97.4891	1533.819	84.056	15.304	2.0422	0.9794	28.742	104.9	759.261	421.096	338.165	7.575	74.1893	70.9467	77.5431	60.4063	57.4997	63.3727	15.6293	14.1160	16.9595	6.8117	6.0466	7.3213	17.120	11.1592	1517.979	21.345	13.8998	45.2115	63.7551	25.8241	138.5794	183.8386	91.5259	57.6410	80.0814	34.5217	124.0384	165.4269	81.5399	-62.011	-0.619
122	122.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2078	100552.768	100896.716	49903.414	50993.302	155.3940	97.8627	31.7203	749.914	7.431	687.897	0.682000	101.6345	1524.754	82.117	15.108	2.0258	0.9718	28.762	104.9	774.840	428.668	346.172	7.677	74.3355	71.0992	77.6799	60.5318	57.6229	63.4984	15.7014	14.1718	17.0467	6.8490	6.0702	7.3672	16.719	10.9598	1509.280	20.833	13.6356	44.4779	62.6580	25.4748	136.7357	181.4728	90.2562	56.8204	78.9113	34.0642	122.4414	163.3952	80.4074	-62.011	-0.614
123	123.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2079	101240.665	101578.603	50221.590	51357.014	156.4442	97.7892	31.9934	737.872	7.261	675.877	0.665000	104.2327	1528.884	80.955	15.046	2.0277	0.9730	28.783	104.9	791.012	436.479	354.533	7.785	74.4730	71.2453	77.8053	60.6504	57.7413	63.6152	15.7695	14.2248	17.1286	6.8849	6.0927	7.4116	16.479	10.7807	1513.613	20.488	13.3966	43.7915	61.6051	25.1767	135.0058	179.2007	89.1203	56.0405	77.7800	33.6485	120.9355	161.4407	79.3787	-62.011	-0.610
124	124.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2080	101916.542	102242.085	50530.890	51711.194	157.4661	97.7175	32.2635	713.110	6.973	651.086	0.637000	108.8143	1519.606	79.066	14.859	2.0127	0.9659	28.804	104.9	806.496	443.808	362.689	7.886	74.6196	71.4035	77.9362	60.7764	57.8691	63.7366	15.8414	14.2825	17.2134	6.9223	6.1169	7.4575	16.091	10.5841	1504.695	19.992	13.1363	43.0568	60.4762	24.8573	133.1644	176.7589	87.9337	55.2145	76.5764	33.2140	119.3392	159.3467	78.3108	-62.011	-0.606
125	125.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2081	102567.628	102881.221	50828.445	52052.776	158.4504	97.6479	32.5322	689.200	6.697	627.186	0.610000	113.6307	1510.777	77.220	14.681	1.9991	0.9595	28.827	105.0	821.577	450.794	370.783	7.984	74.7709	71.5696	78.0677	60.9069	58.0042	63.8592	15.9162	14.3447	17.2994	6.9611	6.1440	7.5037	15.701	10.3880	1496.219	19.494	12.8756	42.3098	59.3138	24.5487	131.2769	174.2180	86.7578	54.3676	75.3263	32.7850	117.6983	157.1616	77.2471	-62.011	-0.603
126	126.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2082	103194.814	103500.474	51116.514	52383.960	159.4041	97.5805	32.7977	673.325	6.503	611.320	0.591000	117.2838	1510.777	75.995	14.592	1.9980	0.9592	28.850	104.9	837.452	458.242	379.210	8.089	74.9106	71.7229	78.1896	61.0268	58.1280	63.9727	15.9837	14.3996	17.3786	6.9955	6.1665	7.5461	15.412	10.2012	1496.472	19.099	12.6281	41.6045	58.2145	24.2592	129.5175	171.8449	85.6641	53.5736	74.1522	32.3840	116.1741	155.1291	76.2589	-62.011	-0.599
127	127.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2083	103806.134	104100.265	51395.198	52705.067	160.3279	97.5147	33.0602	650.276	6.244	588.262	0.565000	122.6809	1502.724	74.496	14.431	1.9869	0.9540	28.874	105.0	852.448	465.488	386.960	8.187	75.0583	71.8777	78.3274	61.1549	58.2537	64.1016	16.0579	14.4560	17.4698	7.0348	6.1906	7.5962	15.060	10.0177	1488.743	18.643	12.3835	40.8915	57.1207	23.9458	127.7030	169.4639	84.4613	52.7559	72.9713	31.9411	114.5930	153.0828	75.1667	-62.011	-0.596
128	128.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2084	104394.396	104677.122	51662.729	53014.393	161.2163	97.4504	33.3206	627.472	5.992	565.452	0.540000	128.3606	1495.968	73.040	14.287	1.9783	0.9500	28.898	105.0	868.496	473.036	395.461	8.295	75.1909	72.0228	78.4439	61.2689	58.3707	64.2105	16.1216	14.5066	17.5457	7.0671	6.2112	7.6366	14.731	9.8439	1482.285	18.216	12.1527	40.2228	56.0723	23.6764	126.0360	167.2071	83.4288	51.9978	71.8465	31.5613	113.1476	151.1506	74.2303	-62.011	-0.592
129	129.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2085	104959.848	105228.197	51917.724	53310.474	162.0651	97.3875	33.5802	598.697	5.688	536.698	0.510000	135.9112	1481.558	71.296	14.076	1.9603	0.9416	28.924	104.9	882.861	479.673	403.188	8.388	75.3431	72.1894	78.5773	61.4010	58.5065	64.3359	16.1976	14.5686	17.6346	7.1070	6.2382	7.6855	14.316	9.6558	1468.257	17.694	11.9028	39.4888	54.9206	23.3821	124.1722	164.6760	82.2821	51.1554	70.5987	31.1372	111.5243	148.9746	73.1848	-62.011	-0.589
130	130.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2086	105496.546	105752.837	52159.832	53593.005	162.8731	97.3258	33.8392	574.601	5.432	512.582	0.485000	NaN	1472.438	69.908	13.920	1.9498	0.9368	28.949	104.9	897.837	486.664	411.172	8.488	75.4863	72.3460	78.7032	61.5245	58.6334	64.4539	16.2675	14.6246	17.7177	7.1433	6.2616	7.7310	13.955	9.4730	1459.462	17.228	11.6610	38.7840	53.8151	23.0986	122.4040	162.2713	81.1955	50.3525	69.4078	30.7340	109.9898	146.9145	72.1975	-62.011	-0.586
131	131.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2087	106009.128	106254.728	52390.993	53863.736	163.6461	97.2658	34.0961	553.211	5.205	491.201	0.462000	NaN	1465.148	68.486	13.785	1.9423	0.9333	28.976	105.0	911.937	493.169	418.768	8.580	75.6386	72.5134	78.8361	61.6570	58.7701	64.5793	16.3437	14.6868	17.8069	7.1835	6.2887	7.7804	13.614	9.2887	1452.481	16.778	11.4162	38.0562	52.6652	22.8140	120.5529	159.7371	80.0748	49.5133	68.1584	30.3173	108.3765	144.7368	71.1720	-62.011	-0.583
132	132.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2088	106500.329	106734.775	52611.814	54122.960	164.3854	97.2079	34.3506	530.907	4.973	468.892	0.439000	NaN	1457.480	66.910	13.652	1.9348	0.9298	29.004	105.0	926.573	499.759	426.815	8.679	75.7765	72.6657	78.9552	61.7803	58.9005	64.6922	16.4169	14.7514	17.8873	7.2221	6.3182	7.8253	13.342	9.1508	1445.061	16.420	11.2341	37.4640	51.7426	22.5671	118.9291	157.5177	79.0800	48.7841	67.0818	29.9443	106.9278	142.7720	70.2555	-62.011	-0.581
133	133.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2089	106969.221	107193.820	52822.608	54371.212	165.0924	97.1518	34.6021	511.198	4.768	449.199	0.419000	NaN	1451.966	65.513	13.542	1.9305	0.9280	29.032	104.9	940.768	506.443	434.325	8.774	75.9187	72.8145	79.0880	61.9073	59.0279	64.8170	16.4928	14.8142	17.9754	7.2619	6.3465	7.8734	13.080	9.0064	1439.783	16.074	11.0447	36.8613	50.8420	22.2756	117.2715	155.3499	77.9583	48.0461	66.0289	29.5282	105.4529	140.8527	69.2358	-62.011	-0.578
134	134.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2090	107418.420	107630.910	53022.827	54608.084	165.7656	97.0970	34.8518	487.002	4.523	424.980	0.395000	NaN	1441.798	64.082	13.392	1.9204	0.9234	29.060	104.9	954.796	512.752	442.045	8.869	76.0614	72.9700	79.2140	62.0348	59.1617	64.9354	16.5685	14.8812	18.0589	7.3012	6.3775	7.9184	12.785	8.8628	1429.888	15.697	10.8567	36.2564	49.9201	22.0024	115.6049	153.1093	76.8962	47.3028	64.9443	29.1342	103.9683	138.8655	68.2682	-62.011	-0.576
135	135.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2091	107843.400	108041.524	53210.424	54831.100	166.3980	97.0442	35.1024	458.249	4.240	396.248	0.367000	NaN	1426.949	62.546	13.204	1.9044	0.9157	29.090	104.9	968.700	518.826	449.874	8.964	76.2051	73.1336	79.3328	62.1624	59.3000	65.0486	16.6434	14.9490	18.1399	7.3402	6.4072	7.9640	12.437	8.7096	1415.360	15.268	10.6577	35.6354	48.9320	21.7656	113.9167	150.7367	75.9302	46.5527	63.8181	28.7694	102.4743	136.7888	67.3747	-62.011	-0.574
136	136.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2092	108239.648	108430.416	53387.994	55042.421	166.9969	96.9943	35.3502	443.549	4.090	381.535	0.352000	NaN	1425.567	61.600	13.144	1.9066	0.9169	29.120	104.9	982.018	524.532	457.486	9.054	76.3537	73.3023	79.4561	62.2960	59.4458	65.1661	16.7235	15.0233	18.2244	7.3830	6.4423	8.0122	12.216	8.5686	1414.172	14.966	10.4730	35.0208	47.9623	21.5220	112.2106	148.3499	74.9404	45.7870	62.6710	28.3947	100.9484	134.6698	66.4593	-62.011	-0.572
137	137.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2093	108621.183	108801.262	53557.202	55244.061	167.5680	96.9465	35.5942	422.177	3.879	360.159	0.331000	NaN	1418.161	60.367	13.031	1.9010	0.9144	29.151	104.9	995.984	531.035	464.949	9.152	76.4932	73.4506	79.5844	62.4211	59.5734	65.2872	16.7980	15.0864	18.3102	7.4221	6.4709	8.0591	11.964	8.4333	1406.999	14.637	10.2963	34.4438	47.0900	21.2528	110.6086	146.2219	73.8873	45.0716	61.6397	28.0014	99.5194	132.7829	65.4973	-62.011	-0.570
138	138.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2094	108981.342	109153.078	53717.654	55435.424	168.1099	96.9013	35.8349	405.482	3.714	343.472	0.315000	NaN	1414.354	59.307	12.954	1.9005	0.9143	29.183	104.9	1008.872	536.284	472.587	9.240	76.6453	73.6274	79.7060	62.5580	59.7268	65.4031	16.8796	15.1654	18.3933	7.4650	6.5084	8.1055	11.728	8.2910	1403.405	14.325	10.1103	33.8205	46.0959	21.0172	108.8706	143.7532	72.9180	44.2933	60.4589	27.6358	97.9644	130.5901	64.5996	-62.011	-0.568
139	139.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2095	109324.814	109487.140	53870.066	55617.075	168.6244	96.8589	36.0723	386.669	3.531	324.653	0.297000	NaN	1409.219	58.241	12.868	1.8984	0.9134	29.215	104.9	1022.550	542.543	480.007	9.337	76.7848	73.7794	79.8302	62.6840	59.8582	65.5219	16.9554	15.2310	18.4792	7.5061	6.5387	8.1550	11.508	8.1644	1398.473	14.036	9.9446	33.2586	45.2222	20.7802	107.2970	141.6008	71.9482	43.5854	59.4194	27.2665	96.5544	128.6794	63.7005	-62.011	-0.566
140	140.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2096	109649.467	109802.281	54013.859	55788.422	169.1097	96.8191	36.3045	367.639	3.347	305.628	0.278000	NaN	1402.927	57.136	12.773	1.8949	0.9119	29.248	104.9	1035.288	547.660	487.628	9.426	76.9370	73.9560	79.9525	62.8207	60.0118	65.6377	17.0365	15.3104	18.5612	7.5479	6.5766	8.1997	11.254	8.0198	1392.413	13.713	9.7574	32.6380	44.2453	20.5316	105.5656	139.1584	70.9615	42.8124	58.2532	26.8966	95.0084	126.5088	62.7959	-62.011	-0.565
141	141.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2097	109955.095	110094.664	54147.379	55947.285	169.5601	96.7829	36.5344	341.147	3.098	279.138	0.254000	NaN	1389.281	55.721	12.616	1.8816	0.9055	29.281	104.9	1048.134	552.902	495.231	9.518	77.0851	74.1312	80.0683	62.9538	60.1622	65.7494	17.1159	15.3869	18.6432	7.5900	6.6114	8.2473	10.955	7.8799	1379.047	13.346	9.5760	32.0257	43.2453	20.3243	103.9060	136.7363	70.1012	42.0632	57.0986	26.5633	93.5309	124.3781	61.9895	-62.011	-0.563
142	142.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2098	110234.233	110366.921	54272.064	56094.856	169.9794	96.7505	36.7611	327.382	2.966	265.376	0.240000	NaN	1387.890	54.854	12.572	1.8849	0.9071	29.316	105.0	1060.508	557.764	502.744	9.606	77.2354	74.3093	80.1853	63.0906	60.3186	65.8625	17.1991	15.4694	18.7265	7.6347	6.6516	8.2956	10.766	7.7567	1377.822	13.091	9.4139	31.4329	42.2808	20.1190	102.2619	134.3394	69.2436	41.3134	55.9419	26.2308	92.0500	122.2392	61.1837	-62.011	-0.562
143	143.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2099	110499.609	110621.216	54388.865	56232.351	170.3710	96.7217	36.9836	305.227	2.758	243.213	0.220000	NaN	1377.695	53.605	12.451	1.8764	0.9032	29.351	104.9	1072.468	562.744	509.724	9.693	77.3909	74.4887	80.3126	63.2301	60.4727	65.9844	17.2830	15.5477	18.8162	7.6796	6.6871	8.3483	10.486	7.6078	1367.888	12.740	9.2223	30.7995	41.2696	19.8803	100.5468	131.8798	68.3067	40.5437	54.7747	25.8684	90.5285	120.0786	60.3167	-62.011	-0.560
144	144.0	108.0	4	NaN	AFG	AF	4.0	4.0	Country/Area	5501.0	Afghanistan	2.0	Medium	2100	110742.822	110854.784	54496.126	56358.658	170.7307	96.6952	37.2007	285.938	2.579	223.925	0.202000	NaN	1370.613	52.429	12.361	1.8720	0.9012	29.386	104.9	1084.675	567.912	516.763	9.782	77.5384	74.6565	80.4361	63.3644	60.6195	66.1038	17.3651	15.6238	18.9046	7.7245	6.7233	8.4004	10.267	7.4881	1361.007	12.457	9.0653	30.2283	40.3558	19.6664	98.9580	129.6152	67.4205	39.8202	53.6810	25.5239	89.0989	118.0624	59.4856	-62.011	-0.559
145	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2101	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.235123	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
146	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2102	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.238850	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
147	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2103	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.240812	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
148	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2104	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.242483	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
149	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2105	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.241653	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
150	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2106	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.243698	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
151	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2107	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.246232	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
152	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2108	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.247896	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
153	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2109	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.246945	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
154	NaN	NaN	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2110	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.245412	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
155	145.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1950	1234.474	1252.582	642.458	610.124	45.7180	105.2997	19.6474	19.437	15.632	36.215	2.891000	23.9760	47.332	2.080	38.066	5.9630	1.9882	31.086	105.8	27.895	15.458	12.437	22.434	44.7355	41.2689	48.6937	50.8120	49.3466	52.3469	11.2481	10.7412	11.6928	5.0553	4.7380	5.3074	10.789	220.7641	40.009	14.959	304.0500	389.7486	436.2199	335.7186	517.6684	563.2929	465.7002	158.4543	176.6300	138.1280	282.8429	310.0197	255.0774	16.780	13.495
156	146.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1951	1270.689	1289.168	660.758	628.410	47.0533	105.1477	19.6265	20.726	16.191	36.957	2.867000	24.1767	49.465	2.080	38.641	6.0411	2.0273	30.936	105.8	28.739	15.831	12.908	22.450	45.1396	41.6754	49.0671	51.0433	49.5753	52.5767	11.2793	10.7814	11.7078	5.0389	4.7338	5.2738	11.193	218.4257	41.893	15.460	300.5485	384.5192	430.7507	331.0648	511.0961	557.1074	458.9455	154.5130	172.7701	134.0442	277.1851	304.7901	248.9278	16.234	12.682
157	147.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1952	1307.646	1326.948	679.660	647.288	48.4323	105.0011	19.5815	22.567	17.122	38.605	2.910000	23.8195	51.661	2.135	39.195	6.2066	2.1056	31.393	105.8	29.094	15.922	13.171	22.073	45.9788	42.5702	49.8138	51.4196	49.9953	52.9010	11.3843	10.9170	11.7783	5.0692	4.7884	5.2776	11.403	213.7819	43.921	15.704	293.4539	373.7798	419.0879	321.7084	498.8207	544.4005	447.4266	149.0149	166.7206	129.1416	268.9054	295.9142	241.1879	16.029	12.161
158	148.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1953	1346.251	1366.744	699.664	667.080	49.8848	104.8846	19.5121	25.053	18.448	40.986	2.999000	23.1126	54.845	2.596	40.385	6.3250	2.1628	30.903	105.9	29.792	16.213	13.579	21.937	46.5442	43.2038	50.2828	51.8008	50.4370	53.2137	11.4939	11.0673	11.8472	5.1059	4.8554	5.2850	11.730	208.6894	46.823	16.046	285.7028	367.3738	411.7093	316.6412	489.8987	534.7675	439.4491	143.5792	160.5631	124.5089	260.6098	286.6953	233.7513	15.938	11.736
159	149.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1954	1387.237	1409.005	721.024	687.981	51.4273	104.8029	19.4255	27.421	19.584	43.536	3.090000	22.4319	57.446	3.259	41.028	6.4017	2.2262	30.759	105.9	30.025	16.264	13.761	21.444	47.5946	44.3062	51.2555	52.2247	50.9182	53.5739	11.6307	11.2422	11.9477	5.1620	4.9408	5.3156	11.976	203.1071	49.269	16.306	277.2390	354.0227	397.5489	304.4502	474.9108	519.3256	425.1222	137.8316	154.1081	119.5605	251.6524	276.8362	225.6279	16.110	11.506
160	150.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1955	1430.773	1453.730	743.744	709.987	53.0597	104.7545	19.3344	29.606	20.492	45.915	3.159000	21.9420	59.836	3.619	41.416	6.4932	2.2863	30.914	105.8	30.230	16.293	13.937	20.924	48.5424	45.3416	52.0880	52.6479	51.4052	53.9281	11.7712	11.4251	12.0501	5.2219	5.0331	5.3502	12.101	197.0332	51.573	16.429	268.0854	342.4413	384.6918	294.5496	461.2776	504.7647	412.6858	132.2332	147.7510	114.8167	242.8529	267.0358	217.7748	16.316	11.293
161	151.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1956	1476.688	1500.624	767.676	732.948	54.7713	104.7380	19.2451	31.788	21.310	47.872	3.190000	21.7288	62.006	3.743	41.567	6.4854	2.3174	30.675	105.9	30.218	16.270	13.948	20.257	49.5758	46.3946	53.0865	53.1227	51.8465	54.4317	11.9528	11.5885	12.2440	5.3076	5.1131	5.4396	12.124	190.4722	53.729	16.418	258.2422	330.2020	371.5301	283.4897	446.6145	490.2780	397.9053	126.4067	142.0388	108.8858	233.4858	258.2503	207.7280	16.084	10.782
162	152.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1957	1524.560	1549.571	792.740	756.830	56.5578	104.7448	19.1565	34.069	22.112	50.022	3.228000	21.4730	64.021	3.978	41.552	6.4578	2.3435	30.482	105.9	29.952	16.121	13.831	19.440	50.7065	47.5414	54.1865	53.6543	52.3392	54.9963	12.1731	11.7832	12.4815	5.4150	5.2107	5.5537	12.040	183.4308	55.791	16.262	247.7102	317.1365	357.4789	271.6445	430.7535	474.5717	381.9445	120.2485	135.9427	102.6726	223.4584	248.7686	197.0750	15.948	10.351
163	153.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1958	1574.582	1600.983	819.160	781.823	58.4343	104.7756	19.0576	37.033	23.257	52.801	3.298000	21.0172	66.520	4.147	41.775	6.5084	2.3986	30.521	105.9	29.487	15.901	13.586	18.518	51.9755	48.7960	55.4574	54.2992	52.9034	55.7138	12.4688	12.0210	12.8199	5.5681	5.3343	5.7274	11.952	175.9489	58.317	16.058	236.5526	303.1189	342.5014	258.7887	413.1309	457.4341	363.8548	113.3619	129.3172	95.5066	212.0153	238.3113	184.5716	15.771	9.904
164	154.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1962	1798.436	1828.232	937.254	890.978	66.7287	105.1940	18.4397	44.298	24.345	59.592	3.260000	21.2622	71.358	3.694	39.216	6.2066	2.4249	30.714	105.9	27.060	14.427	12.633	14.871	56.6711	53.8201	59.7497	55.9288	54.6044	57.2512	13.1462	12.7311	13.4570	5.8587	5.6903	5.9689	10.512	143.7021	64.171	13.914	189.0834	247.7658	281.1492	210.3708	350.6330	391.4720	305.7975	95.7294	109.9622	79.8042	182.9408	207.7417	157.2355	15.288	8.402
165	155.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1963	1858.028	1888.302	968.862	919.440	68.9211	105.3752	18.2467	45.550	24.231	60.547	3.207000	21.6136	71.714	3.228	38.149	6.0474	2.3972	30.582	105.9	26.164	13.914	12.250	13.918	57.8445	55.0709	60.8310	56.3135	54.9997	57.6229	13.3144	12.9054	13.6198	5.9260	5.7745	6.0243	9.958	135.6319	64.897	13.121	177.3285	234.1359	266.1181	198.3201	335.1785	375.1915	291.4143	91.7986	105.7058	76.2523	176.3403	200.8841	150.9823	15.007	7.983
166	156.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1964	1918.575	1949.013	1000.956	948.056	71.1370	105.5798	18.0595	46.250	23.832	60.875	3.124000	22.1878	71.467	3.248	36.825	5.8485	2.3497	30.440	105.9	25.217	13.362	11.855	12.993	58.9832	56.3126	61.8514	56.6890	55.4064	57.9671	13.4894	13.0998	13.7806	5.9964	5.8706	6.0773	9.362	127.8375	65.064	12.280	166.0697	221.1523	251.5501	187.1306	320.2788	359.0782	277.9992	88.1932	101.6258	73.1921	170.0948	194.0713	145.3779	14.612	7.529
167	157.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1965	1979.450	2009.789	1033.178	976.611	73.3553	105.7922	17.8956	46.471	23.216	60.678	3.019000	22.9595	70.784	3.588	35.362	5.6229	2.2867	30.323	106.0	24.313	12.887	11.426	12.146	60.0187	57.3577	62.8658	56.9937	55.6293	58.3495	13.6339	13.1875	13.9699	6.0494	5.9003	6.1458	8.741	120.4067	64.811	11.415	155.4131	209.2239	238.4924	176.4373	306.9525	345.7489	264.7584	85.3309	99.0979	69.9825	165.1418	190.0445	139.4585	14.209	7.099
168	158.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1966	2040.128	2070.689	1065.524	1005.164	75.5781	106.0049	17.7652	47.366	22.960	61.121	2.952000	23.4806	70.876	3.861	34.356	5.4652	2.2496	30.180	106.0	23.510	12.474	11.037	11.396	60.9983	58.3278	63.8462	57.2592	55.8067	58.6994	13.7598	13.2521	14.1449	6.0895	5.9136	6.2040	8.196	113.3008	65.248	10.628	145.2954	197.8486	226.2192	166.0270	294.4179	333.4029	252.0328	82.8530	96.9936	67.1235	160.8515	186.7215	134.1097	13.747	6.664
169	159.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1967	2101.249	2132.442	1098.384	1034.058	77.8320	106.2208	17.6718	49.221	23.160	62.387	2.926000	23.6892	72.042	4.155	33.898	5.4039	2.2486	30.117	106.0	22.821	12.053	10.768	10.738	61.9716	59.4094	64.6979	57.5503	56.1415	58.9475	13.8976	13.4177	14.2637	6.1330	5.9875	6.2271	7.776	106.4343	66.668	9.977	135.6078	186.8019	213.7131	156.6400	281.8728	319.4741	241.0333	80.1949	93.7961	65.0934	156.1863	181.2784	130.1889	13.164	6.194
170	160.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1968	2163.636	2195.466	1131.964	1063.503	80.1324	106.4373	17.6219	51.173	23.381	63.661	2.900000	23.9016	73.348	4.307	33.512	5.3381	2.2458	29.908	106.0	22.175	11.715	10.459	10.131	62.9461	60.4012	65.6449	57.8564	56.3959	59.3026	14.0504	13.5324	14.4482	6.1878	6.0301	6.2901	7.404	99.7363	68.221	9.393	126.2025	175.9396	201.8646	146.8718	269.4013	306.6972	228.8658	77.4938	91.1656	62.3284	151.4827	176.9314	124.9987	12.504	5.713
171	161.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1969	2227.297	2259.799	1166.277	1093.522	82.4804	106.6534	17.6174	53.004	23.523	65.004	2.877000	24.0927	74.528	4.578	33.075	5.2579	2.2349	29.723	106.0	21.524	11.360	10.164	9.552	63.9226	61.4258	66.5614	58.1895	56.7080	59.6546	14.2260	13.6880	14.6408	6.2578	6.0996	6.3602	7.031	93.2699	69.656	8.835	117.2134	165.4088	190.1455	137.6723	256.9943	293.5033	217.2902	74.7470	88.2293	59.7857	146.5884	171.9217	120.1096	11.991	5.321
172	162.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1970	2292.301	2324.731	1200.944	1123.787	84.8504	106.8657	17.6511	53.764	23.188	64.860	2.790000	24.8440	74.660	4.085	32.201	5.1114	2.1927	29.649	106.0	20.896	10.991	9.905	9.013	64.8239	62.4065	67.3715	58.4649	56.9950	59.9182	14.3650	13.8308	14.7777	6.3054	6.1630	6.3968	6.598	87.0812	70.103	8.239	108.6885	155.4630	178.9197	129.1683	245.5248	280.9112	207.0342	72.4234	85.5446	57.8272	142.4561	167.3500	116.3382	11.102	4.788
173	163.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1971	2357.161	2389.812	1235.697	1154.115	87.2258	107.0688	17.7176	55.292	23.189	65.302	2.733000	25.3621	75.697	3.719	31.747	5.0148	2.1689	29.564	106.2	20.405	10.731	9.674	8.558	65.6179	63.2218	68.1361	58.6685	57.1583	60.1606	14.4661	13.8991	14.9039	6.3324	6.1814	6.4285	6.213	81.2521	71.386	7.704	100.7315	146.4596	169.0233	121.1420	235.5034	270.4837	197.4082	70.6878	83.7878	56.0571	139.3793	164.4874	112.9321	10.007	4.197
174	164.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1972	2422.463	2455.172	1270.565	1184.607	89.6113	107.2563	17.8197	56.627	23.110	65.417	2.665000	26.0093	76.526	3.923	31.231	4.8984	2.1368	29.514	106.1	19.899	10.469	9.430	8.121	66.4221	64.0365	68.9126	58.9267	57.3691	60.4632	14.6065	13.9979	15.0753	6.3861	6.2192	6.4911	5.861	75.7984	72.405	7.215	93.3761	137.8608	159.5657	113.6130	225.4344	260.0259	187.8554	68.6945	81.7486	54.0447	135.7639	161.0568	109.0488	8.796	3.590
175	165.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1973	2487.880	2520.436	1305.354	1215.082	91.9934	107.4293	17.9599	57.761	22.955	65.113	2.584000	26.8246	77.243	4.153	30.697	4.7643	2.0919	29.437	106.2	19.482	10.193	9.289	7.742	67.1401	64.8659	69.5040	59.1481	57.6570	60.6199	14.7138	14.1460	15.1498	6.4158	6.2869	6.4949	5.532	70.8560	73.258	6.766	86.7671	130.0422	150.6096	107.1935	216.2305	249.3584	180.3824	66.8464	79.2530	52.8566	132.4291	156.7068	106.7712	7.346	2.919
176	166.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1974	2552.993	2585.452	1339.929	1245.522	94.3664	107.5798	18.1331	59.081	22.880	64.917	2.511000	27.6044	78.232	4.435	30.297	4.6421	2.0481	29.387	106.5	19.151	10.005	9.146	7.417	67.7695	65.5500	70.0739	59.3410	57.8566	60.8061	14.8102	14.2398	15.2474	6.4424	6.3211	6.5156	5.249	66.5288	74.362	6.378	81.0063	123.2466	142.9082	101.3784	208.2202	240.5049	173.2967	65.2923	77.4093	51.5667	129.5934	153.5335	104.2905	5.834	2.259
177	167.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1975	2617.910	2650.122	1374.137	1275.985	96.7268	107.6923	18.3347	60.504	22.850	64.424	2.431000	28.5128	79.402	4.642	29.987	4.5236	2.0060	29.333	106.5	18.898	9.884	9.014	7.137	68.3275	66.1208	70.6140	59.5177	58.0013	61.0132	14.9012	14.2993	15.3626	6.4697	6.3354	6.5503	5.018	62.7984	75.629	6.061	76.0792	117.3115	136.2833	96.1921	201.1462	233.0341	166.6922	63.9154	75.9621	50.2207	127.0556	151.0709	101.6997	3.922	1.481
178	168.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1976	2682.334	2713.560	1407.481	1306.079	99.0423	107.7638	18.5648	60.808	22.420	62.452	2.302000	30.1107	79.622	4.597	29.357	4.3401	1.9331	29.227	106.5	18.814	9.826	8.988	6.937	68.7041	66.5373	70.9478	59.5749	58.0619	61.0696	14.9104	14.3057	15.3753	6.4476	6.3193	6.5240	4.795	59.7088	75.972	5.770	72.0283	112.6728	131.0145	92.2573	196.0944	227.4305	162.3173	63.1860	75.0736	49.6434	125.7817	149.6493	100.6418	1.646	0.607
179	169.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1977	2744.786	2774.795	1439.507	1335.288	101.2773	107.8050	18.8261	60.700	21.878	60.018	2.163000	32.0456	79.320	4.454	28.589	4.1361	1.8458	29.147	106.9	18.620	9.739	8.881	6.711	69.1206	66.9638	71.3521	59.7370	58.2034	61.2522	14.9923	14.3632	15.4783	6.4753	6.3372	6.5579	4.582	57.2232	75.796	5.503	68.7845	108.4837	126.3174	88.6302	190.7148	221.6646	157.4215	61.8923	73.6683	48.4651	123.4329	147.2325	98.4260	-0.683	-0.246
180	170.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1978	2804.804	2833.314	1469.882	1363.431	103.4132	107.8076	19.1184	60.352	21.293	57.019	2.013000	34.4335	79.045	4.205	27.888	3.9456	1.7639	29.085	107.1	18.693	9.810	8.883	6.595	69.3092	67.1167	71.5784	59.7147	58.1180	61.2957	14.9557	14.2758	15.4857	6.4345	6.2683	6.5351	4.405	55.2470	75.624	5.281	66.2184	105.6329	123.2988	85.9538	187.9588	219.1882	154.3794	61.6821	73.6991	47.9720	123.1718	147.5450	97.5748	-3.324	-1.173
181	171.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1979	2861.823	2888.763	1498.389	1390.374	105.4370	107.7688	19.4384	60.017	20.758	53.880	1.865000	37.1661	78.650	3.933	27.203	3.7628	1.6805	29.056	107.8	18.633	9.807	8.826	6.445	69.5839	67.3839	71.8609	59.8378	58.2100	61.4508	15.0249	14.3095	15.5882	6.4630	6.2766	6.5772	4.261	53.7178	75.317	5.103	64.2836	103.1230	120.4153	83.8560	184.4921	215.4122	151.2271	60.8352	72.7709	47.2296	121.5191	145.8274	95.9750	-6.146	-2.126
182	172.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1980	2915.703	2941.652	1525.259	1416.392	107.3674	107.6862	19.7811	61.034	20.719	51.897	1.764000	39.2941	78.856	3.626	26.769	3.6143	1.6138	29.011	108.6	17.822	9.580	8.243	6.050	70.4780	68.0476	72.9857	60.6093	58.7224	62.4743	15.5325	14.5941	16.2837	6.7770	6.4373	6.9926	4.163	52.4448	75.575	4.968	62.5874	98.4228	115.7279	79.1094	174.5705	206.5542	140.0023	56.3949	68.9249	42.1231	113.1996	138.7684	86.1860	-9.135	-3.101
183	173.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1981	2967.600	2992.388	1550.580	1441.809	109.2192	107.5440	20.1371	62.010	20.681	49.577	1.657000	41.8315	79.919	3.164	26.654	3.5088	1.5689	28.945	108.8	17.909	9.699	8.210	5.973	70.7300	68.1944	73.3515	60.7469	58.7355	62.7438	15.6101	14.5659	16.4602	6.8195	6.4086	7.0849	4.120	51.3593	76.647	4.898	61.1937	96.3100	113.6510	76.9607	171.4889	204.0270	136.1424	55.4164	68.3205	40.7483	111.5051	137.7976	83.5392	-12.432	-4.146
184	174.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1982	3017.177	3041.179	1574.389	1466.791	111.0000	107.3356	20.4944	63.713	20.896	48.004	1.578000	43.9257	81.698	2.858	26.795	3.4522	1.5476	28.934	108.6	17.985	9.829	8.156	5.899	71.0233	68.3537	73.7900	60.9331	58.7662	63.0970	15.7247	14.5479	16.7006	6.8898	6.3875	7.2208	4.118	50.3299	78.406	4.874	59.8794	94.1682	111.5718	74.7810	168.1227	201.3632	131.8047	54.2478	67.6146	39.0952	109.4542	136.6354	80.3008	-15.706	-5.151
185	175.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1983	3065.181	3087.911	1596.627	1491.284	112.7057	107.0638	20.8486	64.686	20.884	45.460	1.472000	47.0888	82.768	2.746	26.722	3.3608	1.5092	28.809	108.7	18.082	9.928	8.154	5.838	71.2961	68.5511	74.1470	61.0828	58.8265	63.3459	15.8069	14.5468	16.8659	6.9370	6.3775	7.3094	4.090	49.2659	79.488	4.829	58.5195	91.8991	109.2424	72.6182	164.8423	198.2615	128.1158	53.1857	66.7237	37.9007	107.6744	135.1456	77.9703	-19.231	-6.209
186	176.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1984	3110.641	3131.726	1616.850	1514.876	114.3049	106.7315	21.1984	65.420	20.813	42.169	1.347000	51.4586	83.674	2.637	26.621	3.2965	1.4877	28.819	108.0	18.254	10.046	8.208	5.808	71.5016	68.7051	74.4103	61.1749	58.8497	63.5180	15.8475	14.5197	16.9761	6.9575	6.3517	7.3630	4.035	48.0678	80.422	4.756	56.9973	89.9788	107.1753	70.9415	162.2739	195.7121	125.3429	52.3990	66.0626	37.0470	106.4578	134.1150	76.3078	-23.253	-7.398
187	177.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1985	3152.810	3171.725	1634.581	1537.144	115.7648	106.3388	21.5422	65.304	20.503	37.830	1.193000	58.1012	83.757	2.639	26.297	3.2046	1.4498	28.738	107.8	18.453	10.159	8.294	5.794	71.6560	68.8397	74.5891	61.2019	58.8396	63.5916	15.8589	14.4831	17.0381	6.9611	6.3216	7.3892	3.934	46.7292	80.574	4.639	55.3667	88.3068	105.2203	69.6619	160.4718	193.6538	123.6555	52.2272	65.8604	36.9974	106.1755	133.7553	75.8910	-27.468	-8.624
188	178.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1986	3190.640	3207.128	1649.478	1557.650	117.0570	105.8953	21.8792	65.113	20.205	32.976	1.028000	67.4268	83.580	2.593	25.935	3.1159	1.4126	28.632	108.0	18.467	10.172	8.296	5.730	71.9496	69.1203	74.9005	61.3214	58.9294	63.7494	15.8964	14.4833	17.1148	6.9744	6.3094	7.4171	3.792	45.1238	80.491	4.463	53.2638	85.1885	101.8276	66.9138	156.4961	189.3879	119.8485	50.9300	64.5625	35.7954	104.2748	131.7348	73.9358	-32.143	-9.974
189	179.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1987	3223.616	3237.676	1661.445	1576.231	118.1720	105.4062	22.2048	65.307	20.058	28.120	0.869000	79.7638	83.626	2.499	25.685	3.0610	1.3914	28.583	108.0	18.319	10.132	8.188	5.627	72.3517	69.4762	75.3556	61.5570	59.0987	64.0618	16.0385	14.5499	17.3323	7.0610	6.3387	7.5413	3.647	43.4068	80.632	4.283	51.0981	82.0223	98.2913	64.2336	151.9192	184.5280	115.4728	49.4683	63.0849	34.4455	101.7122	129.0843	71.3232	-37.189	-11.422
190	180.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1988	3251.736	3263.019	1670.265	1592.754	119.0970	104.8665	22.5140	64.970	19.786	22.565	0.692000	100.1658	83.285	2.467	25.364	3.0041	1.3703	28.445	107.8	18.315	10.225	8.090	5.578	72.6408	69.6427	75.7958	61.6699	59.0663	64.3522	16.1038	14.4847	17.5351	7.1068	6.2861	7.6572	3.483	41.6013	80.405	4.081	48.8337	79.1293	95.3324	61.4992	148.5600	181.8211	111.2494	48.6734	62.7852	33.1922	100.4628	128.7135	68.9387	-42.393	-12.910
191	181.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1989	3274.301	3282.182	1675.402	1606.779	119.7964	104.2709	22.8088	63.813	19.306	15.761	0.480000	NaN	82.170	2.441	24.860	2.9416	1.3454	28.362	107.7	18.357	10.269	8.087	5.554	72.8797	69.8531	76.0764	61.7304	59.0788	64.4786	16.1229	14.4499	17.6151	7.1160	6.2507	7.6936	3.288	39.7406	79.435	3.846	46.5114	76.2156	92.0837	59.0572	145.4652	178.6234	108.2230	48.0289	62.2564	32.5165	99.4776	127.8398	67.7556	-48.054	-14.538
192	182.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1990	3290.062	3295.066	1676.902	1618.163	120.2666	103.6300	23.0916	62.725	18.889	10.007	0.304000	NaN	81.074	2.364	24.415	2.9003	1.3286	28.329	108.0	18.349	10.325	8.024	5.526	73.1439	70.0500	76.4334	61.8103	59.0707	64.6758	16.1599	14.4024	17.7497	7.1416	6.2069	7.7676	3.089	37.8706	78.482	3.606	44.1880	73.2651	88.8791	56.4862	142.1709	175.5767	104.6407	47.3566	61.8843	31.6099	98.3748	127.2104	66.1029	-52.723	-15.877
193	183.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1991	3300.069	3302.081	1675.168	1626.914	120.5227	102.9660	23.3723	60.620	18.208	4.025	0.122000	NaN	78.981	2.345	23.723	2.8259	1.2946	28.151	108.4	18.361	10.306	8.055	5.515	73.3776	70.3212	76.6308	61.8673	59.1497	64.7156	16.1689	14.4134	17.7647	7.1399	6.1986	7.7651	2.867	36.0374	76.560	3.344	41.9209	70.3909	85.4782	54.2779	138.9569	171.7210	102.2337	46.7108	61.0725	31.2541	97.2425	125.6248	65.5582	-56.599	-17.000
194	184.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1992	3304.094	3303.739	1670.550	1633.189	120.5832	102.2876	23.6573	58.919	17.679	-0.710	-0.021000	NaN	77.134	2.546	23.145	2.7670	1.2737	27.895	107.9	18.215	10.232	7.983	5.466	73.7148	70.6602	76.9718	62.0420	59.3076	64.9182	16.2666	14.4798	17.9054	7.2000	6.2242	7.8486	2.661	34.2942	74.868	3.100	39.8055	67.3792	81.9284	51.9763	134.9431	167.1846	98.9723	45.6590	59.9230	30.4201	95.1669	123.2400	63.9656	-59.634	-17.894
195	185.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1993	3303.384	3300.711	1663.515	1637.195	120.4727	101.6077	23.9474	56.588	16.990	-5.347	-0.162000	NaN	74.839	2.796	22.470	2.7071	1.2502	27.746	107.7	18.251	10.199	8.052	5.480	73.9391	70.9567	77.1176	62.0978	59.4238	64.9123	16.2677	14.5153	17.8840	7.1895	6.2302	7.8256	2.455	32.5879	72.736	2.852	37.6937	64.5317	78.4792	49.9014	131.7343	163.0930	96.9777	45.0505	58.9969	30.2716	93.9443	121.2911	63.7558	-61.925	-18.592
196	186.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1994	3298.037	3293.999	1654.796	1639.203	120.2277	100.9513	24.2386	55.615	16.724	-8.077	-0.245000	NaN	73.972	3.140	22.244	2.7066	1.2529	27.647	107.6	18.357	10.230	8.127	5.520	74.1313	71.2024	77.2579	62.1473	59.5108	64.9306	16.2764	14.5425	17.8917	7.1872	6.2321	7.8254	2.305	31.0598	71.979	2.669	35.8760	62.1629	75.5301	48.2718	129.1496	159.8213	95.3961	44.7139	58.4647	30.2673	93.0432	119.9100	63.6120	-63.700	-19.155
197	187.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1995	3289.960	3284.364	1644.902	1639.462	119.8760	100.3318	24.5275	53.923	16.260	-11.192	-0.341000	NaN	72.325	3.397	21.809	2.6849	1.2444	27.610	107.8	18.402	10.285	8.117	5.549	74.3616	71.4282	77.5110	62.2342	59.5802	65.0560	16.3017	14.5458	17.9653	7.1986	6.2166	7.8677	2.152	29.6415	70.455	2.483	34.1240	59.5022	72.4844	46.1285	126.0364	156.5517	92.6855	44.0056	57.7939	29.6420	91.6352	118.5020	62.4329	-65.106	-19.632
198	188.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1996	3278.768	3271.331	1633.759	1637.572	119.4004	99.7672	24.8260	50.921	15.416	-14.874	-0.455000	NaN	69.325	3.378	20.987	2.6149	1.2109	27.526	108.3	18.404	10.308	8.096	5.571	74.5923	71.6686	77.7464	62.3429	59.6853	65.1846	16.3517	14.5835	18.0532	7.2248	6.2218	7.9217	1.978	28.3628	67.601	2.282	32.5812	57.1776	69.6972	44.3787	123.1846	153.3618	90.4160	43.3519	57.0563	29.1956	90.2382	116.9324	61.4445	-65.800	-19.920
199	189.0	176.0	8	NaN	ALB	AL	8.0	4.0	Country/Area	925.0	Albania	2.0	Medium	1997	3263.894	3253.719	1620.795	1632.924	118.7575	99.2572	25.1486	45.621	13.887	-20.350	-0.625000	NaN	65.082	3.137	19.810	2.4971	1.1498	27.505	108.9	19.461	11.028	8.432	5.923	73.9039	70.7734	77.3164	61.7480	58.8500	64.8829	16.2435	14.4999	17.9488	7.2012	6.2008	7.9086	1.837	27.9805	63.483	2.213	33.3633	64.3948	80.9920	47.6499	135.5333	171.5447	96.6308	52.0576	71.5722	32.0969	101.5235	134.6189	66.0646	-65.975	-20.082

Data Cleaning and Pre Processing¶

Data exploration and visualizations¶

Visualizing Births and PopGrowthRate¶

Visualizing Deaths and PopGrowthRate¶

Visualizing Migrations and PopGrowthRate¶

Correlation Analysis¶

Pearsons and Spearmans correlation for a specific location ID¶

Overall Weighted pearsons and spearmans correlation¶

Model Creation¶

Polynomial Regression¶

Decision Tree Regression¶

Gradient Boosting Regression¶

Future Predictions Based on Best Model¶

Polynomial Regression with higher Degrees¶

Decision Tree regression with higher depths¶

	SortOrder	LocID	Notes	ISO3_code	ISO2_code	SDMX_code	LocTypeID	LocTypeName	Location	...	Q0060Male	Q0060Female	Q1550	Q1550Male	Q1550Female	Q1560	Q1560Male	Q1560Female
0	1	900	NaN	NaN	NaN	1.0	1	World	World	...	580.7496	498.0396	240.3164	271.6253	208.1916	378.6968	430.2594	324.9308
1	1	900	NaN	NaN	NaN	1.0	1	World	World	...	566.7283	490.1993	231.1772	258.0905	203.7797	368.3186	415.8362	319.3364
2	1	900	NaN	NaN	NaN	1.0	1	World	World	...	546.3173	477.2639	218.6745	240.0344	197.1422	353.0546	395.5327	309.9103
3	1	900	NaN	NaN	NaN	1.0	1	World	World	...	535.8289	469.5325	212.8720	232.6019	193.0492	345.0826	385.8433	303.9053
4	1	900	NaN	NaN	NaN	1.0	1	World	World	...	523.1236	458.4842	205.7622	224.0498	187.4439	335.4420	374.6576	295.9944

	SortOrder	LocID	Notes	ISO3_code	ISO2_code	SDMX_code	LocTypeID	LocTypeName	ParentID	Location	...	Q0060Male	Q0060Female	Q1550	Q1550Male	Q1550Female	Q1560	Q1560Male	Q1560Female	NetMigrations	CNMR
0	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	821.7257	791.6154	471.1456	483.2220	455.6758	639.3338	660.2852	611.0236	6.161	0.824
1	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	818.9690	788.6250	468.0905	480.2197	452.7227	636.0979	657.2306	607.8925	4.903	0.648
2	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	813.4744	782.5637	462.1612	474.4185	446.8132	629.8848	651.3446	601.5991	0.145	0.019
3	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	808.0105	776.4088	456.3798	468.8737	440.9133	623.8254	645.7408	595.2785	-8.867	-1.141
4	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	805.0122	773.6825	454.5300	466.7038	439.6024	621.7429	643.5345	593.6795	-6.837	-0.869
5	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	796.8130	763.5944	444.8044	457.7945	428.9978	611.5956	634.4345	582.4563	-7.263	-0.911
6	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	791.2891	757.2276	439.2837	452.5032	423.2821	605.7090	628.9855	576.2657	-7.419	-0.917
7	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	784.7282	750.3045	432.9129	446.0346	417.0816	598.8546	622.2391	569.5190	-8.858	-1.078
8	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	777.6052	743.2394	426.2909	439.0681	410.9002	591.6632	614.8978	562.7485	-20.889	-2.503
9	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	770.8715	736.3729	420.0644	432.6063	404.9688	584.8587	608.0359	556.2261	-3.333	-0.393
10	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	764.6902	729.8766	414.4567	426.8713	399.5201	578.6741	601.8875	550.1894	2.606	0.302
11	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	757.6918	722.9095	408.1548	420.2856	393.5597	571.7294	594.8118	543.6004	6.109	0.695
12	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	751.5871	716.5350	402.7376	414.7567	388.2730	565.7302	588.8700	537.7029	7.016	0.782
13	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	745.6154	710.2068	397.4659	409.4385	383.0500	559.8815	583.1444	531.8563	6.681	0.730
14	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	739.3437	703.9259	392.1769	403.9393	378.0085	553.9831	577.1782	526.1789	7.079	0.757
15	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	733.3259	697.8370	387.1364	398.7598	373.1487	548.3555	571.5263	520.6983	10.695	1.119
16	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	726.9878	690.7681	381.6009	393.3277	367.5254	542.1751	565.5711	514.3390	3.563	0.364
17	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	720.9257	684.1980	376.4656	388.2264	362.3902	536.4298	559.9666	508.4960	6.824	0.682
18	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	714.4542	677.3627	371.1163	382.8530	357.1146	530.4398	554.0609	502.4636	3.333	0.325
19	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	707.8246	670.6928	365.8188	377.4231	352.0191	524.4785	548.0575	496.6132	2.029	0.193
20	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	701.2660	663.3640	360.3683	372.1230	346.4488	518.3234	542.1631	490.2030	4.458	0.415
21	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	694.6960	656.0927	355.0414	366.9123	341.0428	512.2684	536.3330	483.9410	-12.801	-1.161
22	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	687.7621	648.5237	349.4028	361.3788	335.3372	505.8390	530.1184	477.3249	-4.050	-0.359
23	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	679.9743	640.7645	343.4755	355.2306	329.7156	499.0155	523.1621	470.7421	-3.030	-0.262
24	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	672.2539	633.2505	337.7454	349.2202	324.3659	492.4146	516.3220	464.5073	-20.009	-1.684
25	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	664.4008	625.8169	332.1153	343.1936	319.2556	485.9333	509.4178	458.6086	-44.418	-3.646
26	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	656.7133	618.2906	326.5980	337.3867	314.1474	479.5554	502.7223	452.6854	-85.430	-6.851
27	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	648.1677	610.5000	320.7037	330.9963	308.9017	472.7296	495.3647	446.5685	-83.115	-6.528
28	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	677.8204	616.7822	344.9139	373.0313	313.2863	498.1827	536.2871	453.4211	-117.186	-9.014
29	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	710.7120	625.8179	372.4784	418.8408	319.3923	527.2874	580.6338	462.7270	-481.199	-36.374
30	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	753.7405	632.7260	411.5970	485.8905	324.0033	567.2494	642.6930	471.7493	-586.943	-56.527
31	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	750.8034	624.9460	408.3244	485.3130	318.1255	563.4274	641.4581	465.2089	-192.869	-19.191
32	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	843.4156	677.5385	506.0562	620.8893	355.9543	661.3868	762.1928	515.4586	322.022	31.934
33	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	843.8181	673.0349	505.6593	624.0406	352.3239	660.7351	764.4433	511.7662	-210.572	-19.828
34	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	742.9569	603.4869	399.6576	484.8943	302.9531	553.1529	639.1844	448.1884	-427.073	-40.044
35	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	739.2808	595.8752	396.1334	483.3559	297.8471	549.0342	637.1274	442.4073	-402.606	-38.247
36	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	657.1078	548.2895	328.8127	387.2992	267.3717	475.9111	542.5672	401.9518	-89.837	-8.612
37	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	635.8710	532.8860	313.3597	366.7503	258.0973	458.4568	521.1975	390.1088	2.683	0.251
38	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	623.4598	521.5215	304.7127	356.3900	251.6439	448.4754	510.0521	382.0507	-666.001	-60.375
39	108	4	NaN	AFG	AF	4.0	4	Country/Area	5501	Afghanistan	...	614.2237	510.5533	298.6161	350.6601	245.3913	440.6790	502.8769	373.9665	39.926	3.721